tag:blogger.com,1999:blog-50100154459692993142024-03-18T22:52:27.908-07:00CHANS Lab ViewsKai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.comBlogger123125tag:blogger.com,1999:blog-5010015445969299314.post-11342936366246558232022-06-29T10:51:00.002-07:002022-06-29T10:52:12.979-07:00Steller's Sea Cows: did they decline before human beings arrived?by <a href="https://chanslab.ires.ubc.ca/people/chan/" target="_blank">Kai Chan</a><div><br />
<div>Were Steller Sea Cows very rare as of 400,000 years ago?</div><div><br /></div><div>(If so, human beings were likely not the main cause of their decline.)</div><div><br /></div><div>Or were the Commander Islands just isolated from the rest of the range?</div><div><br /></div><div>We suspect the latter.</div><div><br /></div><div><span style="font-size: x-small;">Campos, A.A., C.D. Bullen, E.J. Gregr, I. McKechnie and K.M.A. Chan (2022). "Steller’s sea cow uncertain history illustrates importance of ecological context when interpreting demographic histories from genomes." <i>Nature Communications</i> <b>13</b>(1): 3674. <a href="https://doi.org/10.1038/s41467-022-31381-6">https://doi.org/10.1038/s41467-022-31381-6</a> (Open-access)</span></div><div><br /></div><div><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjNMsr7j-yEFwFOiBaijJ2t-3Bi-WWr9GlXd3jHNMlFj-55dYiix9vNBS6d_-LjgbhfWDLrfB7pCnuWdBtW6XyTB-TTZuGsjScFx9_vZPCZ8QU9m4E7_e0ezN0AWG08SBOYq-9pJvsSrwGK3ecHXuJge8LQyAIbGMLaV0_QaMpDGH7ndUyCdequIqoBOQ/s2506/Screen%20Shot%202022-06-29%20at%2010.45.08.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="883" data-original-width="2506" height="226" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjNMsr7j-yEFwFOiBaijJ2t-3Bi-WWr9GlXd3jHNMlFj-55dYiix9vNBS6d_-LjgbhfWDLrfB7pCnuWdBtW6XyTB-TTZuGsjScFx9_vZPCZ8QU9m4E7_e0ezN0AWG08SBOYq-9pJvsSrwGK3ecHXuJge8LQyAIbGMLaV0_QaMpDGH7ndUyCdequIqoBOQ/w640-h226/Screen%20Shot%202022-06-29%20at%2010.45.08.png" width="640" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><span style="font-size: x-small;"><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;"><a href="https://www.nature.com/articles/s41467-022-31381-6/figures/1" target="_blank">Figure</a>. (</span><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; font-weight: bolder; text-align: start;">a</span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">) Interglacial range. (</span><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; font-weight: bolder; text-align: start;">b</span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">) Range during glacial maxima. The Commander Islands have always been physically isolated by deep channels - even during lowest sea levels - that likely constituted ecological barriers, or biogeographic breaks, for sea cows. Different lines of evidence (e.g., absence of echolocation or other navigational apparatus</span><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; line-height: 0; position: relative; text-align: start; top: -0.5em; vertical-align: baseline;"><a aria-label="Reference 13" data-test="citation-ref" data-track-action="reference anchor" data-track-label="link" data-track="click" href="https://www.nature.com/articles/s41467-022-31381-6#ref-CR13" id="ref-link-section-d80811310e560" style="background-color: transparent; box-sizing: inherit; color: #006699; overflow-wrap: break-word; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;" title="Domning, D. Sirenian evolution in the North Pacific Ocean. Univ. Cal. Publ. Geol. Sci. 118, 176p (1978).">13</a></span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">; limited ability to submerge</span><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; line-height: 0; position: relative; text-align: start; top: -0.5em; vertical-align: baseline;"><a aria-label="Reference 9" data-test="citation-ref" data-track-action="reference anchor" data-track-label="link" data-track="click" href="https://www.nature.com/articles/s41467-022-31381-6#ref-CR9" id="ref-link-section-d80811310e564" style="background-color: transparent; box-sizing: inherit; color: #006699; overflow-wrap: break-word; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;" title="Steller, G.W. De Bestiis Marinis. Novi Commentarii Academiae Scientiarvm Imperialis Petropolitanae, Tom. II (St. Petersburg Academy, 1751).">9</a></span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">; exclusive seaweed diet</span><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; line-height: 0; position: relative; text-align: start; top: -0.5em; vertical-align: baseline;"><a aria-label="Reference 10" data-test="citation-ref" data-track-action="reference anchor" data-track-label="link" data-track="click" href="https://www.nature.com/articles/s41467-022-31381-6#ref-CR10" id="ref-link-section-d80811310e568" style="background-color: transparent; box-sizing: inherit; color: #006699; overflow-wrap: break-word; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;" title="Steller, G.W. Journal of a Voyage with Bering (1741–1742). 252p. (Stanford University Press, 1988).">10</a></span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">) converge to a strictly coastal, ‘linear elongated’ distribution along kelp-dominated shorelines, a range that coincided with that of the sea otter, </span><i style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">Enhydra lutris</i><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; line-height: 0; position: relative; text-align: start; top: -0.5em; vertical-align: baseline;"><a aria-label="Reference 13" data-test="citation-ref" data-track-action="reference anchor" data-track-label="link" data-track="click" href="https://www.nature.com/articles/s41467-022-31381-6#ref-CR13" id="ref-link-section-d80811310e575" style="background-color: transparent; box-sizing: inherit; color: #006699; overflow-wrap: break-word; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;" title="Domning, D. Sirenian evolution in the North Pacific Ocean. Univ. Cal. Publ. Geol. Sci. 118, 176p (1978).">13</a></span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">. Sea cow range reconstructions were based on: (1) review of existing sea cow records (see Dataset); (2) bioindicators of sea cow habitat (i.e., kelp forests, sea otter historical ranges</span><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; line-height: 0; position: relative; text-align: start; top: -0.5em; vertical-align: baseline;"><a aria-label="Reference 14" data-test="citation-ref" data-track-action="reference anchor" data-track-label="link" data-track="click" href="https://www.nature.com/articles/s41467-022-31381-6#ref-CR14" id="ref-link-section-d80811310e579" style="background-color: transparent; box-sizing: inherit; color: #006699; overflow-wrap: break-word; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;" title="Davis, R. W. et al. Future directions in sea otter research and management. Front. Mar. Sci.,
https://doi.org/10.3389/fmars.2018.00510
(2019).">14</a></span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">); (3) southern extent of winter drift ice and year-round kelp habitat;</span><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; line-height: 0; position: relative; text-align: start; top: -0.5em; vertical-align: baseline;"><a aria-label="Reference 15" data-test="citation-ref" data-track-action="reference anchor" data-track-label="link" data-track="click" href="https://www.nature.com/articles/s41467-022-31381-6#ref-CR15" id="ref-link-section-d80811310e583" style="background-color: transparent; box-sizing: inherit; color: #006699; overflow-wrap: break-word; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;" title="Kenyon, K. The sea otter in the eastern Pacific Ocean 366p. (US Dept of the Interior, 1969).">15</a>,<a aria-label="Reference 16" data-test="citation-ref" data-track-action="reference anchor" data-track-label="link" data-track="click" href="https://www.nature.com/articles/s41467-022-31381-6#ref-CR16" id="ref-link-section-d80811310e586" style="background-color: transparent; box-sizing: inherit; color: #006699; overflow-wrap: break-word; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;" title="Crockford, S. J. & Frederick, S. G. Sea ice expansion in the Bering Sea during the Neoglacial: evidence from archaeozoology. The Holocene 17, 699–706 (2007).">16</a></span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;"> and (4) the estimated shoreline of Beringia and Bering Sea islands during the Last Glacial Maximum</span><span style="background-color: white; box-sizing: inherit; color: #222222; font-family: Harding, Palatino, serif; line-height: 0; position: relative; text-align: start; top: -0.5em; vertical-align: baseline;"><a aria-label="Reference 12" data-test="citation-ref" data-track-action="reference anchor" data-track-label="link" data-track="click" href="https://www.nature.com/articles/s41467-022-31381-6#ref-CR12" id="ref-link-section-d80811310e590" style="background-color: transparent; box-sizing: inherit; color: #006699; overflow-wrap: break-word; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;" title="Bond, J. D. Paleodrainage map of Beringia. Geological Survey, Yukon Open File 2019-2. (YGS Publication, 2019).">12</a></span><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">. ‘Sea cow records’ (red stars) refer to undisputed records only. Question marks refer to uncertainties related to sea ice extent along the shoreline of Beringia during glacial times. Map background image source and license: Maps were created using ArcGIS Online basemap ‘World Ocean Base’ (Esri, GEBCO, DeLorne, NaturalVue) and using ArcGIS® software by Esri. ArcGIS® and ArcMap™ are the intellectual property of Esri and are used herein under license. Copyright © Esri. All rights reserved. For more information about Esri® software, please visit </span><a href="http://www.esri.com/" style="background-color: white; box-sizing: inherit; color: #006699; font-family: Harding, Palatino, serif; overflow-wrap: break-word; text-align: start; text-decoration-thickness: 0.0625rem; text-underline-offset: 0.08em; vertical-align: baseline; word-break: break-word;">www.esri.com</a><span style="background-color: white; color: #222222; font-family: Harding, Palatino, serif; text-align: start;">.</span></span></div><br /><div><br /></div><div>Our paper responds to an article by <a href="https://doi.org/10.1038/s41467-021-22567-5" target="_blank">Sharko et al.</a> who argued (based on DNA from one sea cow from the Commander Islands) that sea cows’ population had greatly contracted some 400,000 years ago. The implication was that humans were not the primary cause of sea cows’ decline (because humans arrived much later).</div><div><br /></div><div>Our paper argues that the Commander Islands were likely isolated from the rest of the sea cow range, using a range of different forms of evidence. Accordingly, the 400,000 year figure likely represents the time of isolation of the Commander Islands population rather than a range-wide population decline. </div><div><br /></div><div>More generally we argue that genetic techniques for inferring ecological histories need to better account for the ecology of the relevant species and the geography of the range.</div></div><div><br /></div>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-49899038129985671612022-04-28T14:51:00.000-07:002022-04-28T14:51:38.906-07:00Can genetic data motivate people to conserve widespread but declining species?<p><span style="font-size: x-small;">This content was <a href="https://relationalthinkingblog.com/2022/03/31/can-genetic-data-motivate-people-to-conserve-widespread-but-declining-species/" target="_blank">reblogged from <i>Relational Thinking</i>, the People and Nature Blog</a>.</span></p><p><span style="font-size: x-small;"><span style="font-size: small;">By <a href="http://eyster.com">Harold Eyster</a></span> <br /></span></p><p></p><div style="text-align: left;"></div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody><tr><td style="text-align: center;"><img class="wp-image-3702" data-attachment-id="3702" data-comments-opened="1" data-image-caption="<p>Varied Thrushes have declined by more than 60% over the last five decades. Artwork: © Harold Eyster.</p>
" data-image-description="" data-image-meta="{"aperture":"0","credit":"","camera":"","caption":"","created_timestamp":"0","copyright":"","focal_length":"0","iso":"0","shutter_speed":"0","title":"","orientation":"0"}" data-image-title="Picture7" data-large-file="https://peoplenatureblog.files.wordpress.com/2022/02/picture7.png?w=427" data-medium-file="https://peoplenatureblog.files.wordpress.com/2022/02/picture7.png?w=300" data-orig-file="https://peoplenatureblog.files.wordpress.com/2022/02/picture7.png" data-orig-size="427,422" data-permalink="https://relationalthinkingblog.com/2022/03/31/can-genetic-data-motivate-people-to-conserve-widespread-but-declining-species/picture7/" src="https://peoplenatureblog.files.wordpress.com/2022/02/picture7.png" style="margin-left: auto; margin-right: auto;" title="Varied Thrushes have declined by more than 60% over the last five decades. Artwork: © Harold Eyster." /></td></tr><tr><td class="tr-caption" style="text-align: center;">Varied Thrushes have declined by more than 60% over the last five decades. Artwork: © Harold Eyster.</td></tr></tbody></table><div style="text-align: left;"></div><p> </p><p> </p><p>In short, yes. Coupled with a framing that highlights the
interdependent relationships between people and a species, evidence of
population differentiation can be a powerful motivator for individual
efforts to conserve or restore nature.</p>
<p>Just last week, a Mexican fish that went extinct in the wild in 2003 <a href="https://www.theguardian.com/environment/2021/dec/29/uk-zoo-helps-lost-mexican-fish-live-to-see-another-tequila-sunrise" rel="noreferrer noopener" target="_blank">was reintroduced back into its ancestral habitat</a>.
Other endangered species are also doing well—one of the rarest birds in
North America, the Kirtland’s Warbler, has seen its population increase
by over 1000% since 1970.</p>
<p>But whilst many endangered species have been making a <a href="https://doi.org/10.1126/science.1146002" rel="noreferrer noopener" target="_blank">comeback</a> thanks to conservation efforts, widespread and common species have been rapidly <a href="https://doi.org/10.1016/j.tree.2007.11.001" rel="noreferrer noopener" target="_blank">dwindling</a>.</p><p><a href="https://relationalthinkingblog.com/2022/03/31/can-genetic-data-motivate-people-to-conserve-widespread-but-declining-species/" target="_blank">Continue to read the rest on <i>Relational Thinking</i><i>...</i></a></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i></p><p><i> </i><br />
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</p>Harold Eysterhttp://www.blogger.com/profile/12437277666914577975noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-75725670115819973892022-03-18T07:54:00.002-07:002022-03-18T09:36:01.037-07:00Launching CoSphere, a Community of Small-Planet Heroes<p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhLYIeGBVdS9WAwaSlxrzxhiR5IwCE1aAw0L0VX3Euy0bwzigrsVqorEHQYrJy4ACy0UVuyWv0by8oqBm-tGwOn9Yly3YuZh8JAwsKRUTjp7ON_DBnE_jIktKyD-o8aovG9vdRX-aNFa2OUulauXdON9gUf3H12qLX3SlXdv7UPc_BhuKCaqFYWNOY_TA/s1770/CoSphere_banner.png" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="867" data-original-width="1770" height="314" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhLYIeGBVdS9WAwaSlxrzxhiR5IwCE1aAw0L0VX3Euy0bwzigrsVqorEHQYrJy4ACy0UVuyWv0by8oqBm-tGwOn9Yly3YuZh8JAwsKRUTjp7ON_DBnE_jIktKyD-o8aovG9vdRX-aNFa2OUulauXdON9gUf3H12qLX3SlXdv7UPc_BhuKCaqFYWNOY_TA/w640-h314/CoSphere_banner.png" width="640" /></a></div><span face=""Gill Sans MT", sans-serif" style="font-size: 11pt;">On Monday, we launched <a href="https://cosphere.net" target="_blank">CoSphere</a>. Here's my invitation to friends, family, and colleagues:</span><p></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif"><br /></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">Dear friends, (apologies for cross-posting)</span><o:p></o:p></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif"> <o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">Many of you know that I’ve been at the forefront of science-policy efforts to bring attention to the need for<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://www.cosphere.net/leveraging-change" style="color: #044a91;" title="https://www.cosphere.net/leveraging-change">transformative system change</a>. It’s now clear that despite acknowledging this necessity, governments and businesses will not take the needed actions unless there’s an unprecedented coordination to pressure them to do so. Working only in science and science-policy circles left me feeling like a pawn in political theatre of the absurd (see the story<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://www.cosphere.net/single-post/my-path-to-cosphere" style="color: #044a91;" title="https://www.cosphere.net/single-post/my-path-to-cosphere">here</a>).<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><o:p> </o:p></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">So today a powerful little team and I are launching<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://cosphere.net/" style="color: #044a91;" title="https://cosphere.net/">CoSphere</a>, a coalition for system change toward sustainability. Our aim is to bring science to build a community of those passionate about a better future.<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">The relevant science is the global systems science of where we have leverage and where that’s needed (<a contenteditable="false" href="https://www.cosphere.net/what-to-act-on" style="color: #044a91;" title="https://www.cosphere.net/what-to-act-on">what to act on</a>), and the science of social transformation to strategize our efforts (<a contenteditable="false" href="https://www.cosphere.net/how-we-can-act" style="color: #044a91;" title="https://www.cosphere.net/how-we-can-act">how we can act</a>). Millions of people demonstrated their concern for a better future through recent climate protests. Equipped with this knowledge, together we can bring about that future even despite opposition from those seeking to preserve business-as-usual.<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><b><span face=""Gill Sans MT", sans-serif">My ask:</span></b><span face=""Gill Sans MT", sans-serif"><span class="Apple-converted-space"> </span>If this resonates, join us, and share this with others. You and they may also be interested in<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://www.cosphere.net/single-post/climate-action-needs-a-reboot" style="color: #044a91;" title="https://www.cosphere.net/single-post/climate-action-needs-a-reboot">this essay</a><span class="Apple-converted-space"> </span>(published in The Globe and Mail),<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://vancouversun.com/news/local-news/ubc-climate-hub" style="color: #044a91;" title="https://vancouversun.com/news/local-news/ubc-climate-hub">this coverage</a><span class="Apple-converted-space"> </span>in the Vancouver Sun, or this<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://twitter.com/KaiChanUBC/status/1502741118575804416" style="color: #044a91;" title="https://twitter.com/KaiChanUBC/status/1502741118575804416">Twitter thread</a>.<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://www.cosphere.net/why-join-cosphere/redirect-to?anchor=partners" style="color: #044a91;" title="https://www.cosphere.net/why-join-cosphere/redirect-to?anchor=partners">Our partners</a><span class="Apple-converted-space"> </span>include David Suzuki Foundation, CPAWS, Canopy, Plastic Oceans, Birds Canada, Raincoast, Y2Y, and more. (If you can bring another organization, please do!)<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">Bring your passion, your creativity, and your expertise. On the<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://www.cosphere.net/forum" style="color: #044a91;" title="https://www.cosphere.net/forum">Forum</a>, we seek to create a space where people’s efforts are celebrated, and where we all bring our expertise towards our common objectives. Whereas so many scientists are used to speaking primarily to policymakers and journalists, we hope to create a pathway for science to empower activists and advocates of all ages (including the powerful youth movement).<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">So we’d love help reaching out to youth leaders. We want to help equip and orient climate groups and environment clubs at universities, high schools, and elsewhere.<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">In solidarity,<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">Kai<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif">PS, Since we’re brand new, you’ll see that some places feel incipient (e.g., the <a href="https://www.cosphere.net/forum" target="_blank">Forum</a>). We welcome your contributions to make it an inviting, vibrant space. KC<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;">-- <o:p></o:p></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><b><span face=""Gill Sans", sans-serif" style="font-size: 11.5pt;">Kai M. A. Chan</span></b><span face=""Gill Sans", sans-serif" style="font-size: 11.5pt;">,</span><i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"> Professor and Canada Research Chair—Rewilding and Social-Ecological Transformation<span class="Apple-converted-space"> </span></span></i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">(he/him)</span><span face=""Gill Sans", sans-serif" style="font-size: 11.5pt;"><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">CHANS Lab (Connected Human-and-Natural Systems) <span class="Apple-converted-space"> </span><a contenteditable="false" href="https://cosphere.net/" style="color: #044a91;" title="https://cosphere.net/">CoSphere</a><span class="Apple-converted-space"> </span>(now launching)<o:p></o:p></span></i></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">Coordinating Lead Author,<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://www.ipbes.net/news/Media-Release-Global-Assessment" style="color: #044a91;" title="https://www.ipbes.net/news/Media-Release-Global-Assessment">IPBES Global Assessment</a></span></i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">Lead Editor, </span></i><i><span face=""Gill Sans MT", sans-serif" style="font-size: 9pt;"><a contenteditable="false" href="https://www.britishecologicalsociety.org/publications/journals/people-and-nature/" style="color: #044a91;" title="https://www.britishecologicalsociety.org/publications/journals/people-and-nature/"><span style="color: #600060;">People and Nature</span></a></span></i><i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">—</span></i><i><span face=""Gill Sans MT", sans-serif" style="font-size: 9pt;">a BES journal of relational thinking</span></i><i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"> </span></i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">Royal Society of Canada College of New Scholars—member</span></i><span face=""Gill Sans MT", sans-serif" style="font-size: 10.5pt;"><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">Leopold Leadership Fellow; Global Young Academy alum; Canada’s<span class="Apple-converted-space"> </span><a contenteditable="false" href="http://www.clean50.com/" style="color: #044a91;" title="http://www.clean50.com/">Clean16</a><span class="Apple-converted-space"> </span>for 2020</span></i><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">Institute for Resources, Environment & Sustainability<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">The University of British Columbia | Vancouver Campus | Musqueam Traditional Territory<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">AERL Rm 438, 2202 Main Mall | Vancouver, BC | V6T 1Z4 Canada<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">Ph: 604.822.0400 Fax: 604.822.9250<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><u><span face=""Gill Sans", sans-serif" style="color: #160064; font-size: 9pt;"><a contenteditable="false" href="applewebdata://70024294-7E8D-4733-9576-A62A9E7DAA6C/kaichan@ires.ubc.ca" style="color: #044a91;" title="applewebdata://70024294-7E8D-4733-9576-A62A9E7DAA6C/kaichan@ires.ubc.ca"><span style="color: #600060;">kaichan@ires.ubc.ca</span></a></span></u><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"> <a contenteditable="false" href="applewebdata://70024294-7E8D-4733-9576-A62A9E7DAA6C/kc@kchan.org" style="color: #044a91;" title="applewebdata://70024294-7E8D-4733-9576-A62A9E7DAA6C/kc@kchan.org"><span style="color: #600060;">kc@kchan.org</span></a></span><span face=""Gill Sans", sans-serif" style="color: #160064; font-size: 9pt;"><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">www.ires.ubc.ca Blog: <a contenteditable="false" href="http://chanslabviews.blogspot.ca/" style="color: #044a91;" title="http://chanslabviews.blogspot.ca/"><span style="color: #600060;">CHANS Lab Views</span></a> <o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;">@KaiChanUBC My group: <a contenteditable="false" href="http://chanslab.ires.ubc.ca" style="color: #044a91;" title="http://chanslab.ires.ubc.ca/"><span style="color: #600060;">chanslab.ires.ubc.ca</span></a><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans", sans-serif" style="font-size: 9pt;"><a contenteditable="false" href="https://scholar.google.ca/citations?user=OByl3J0AAAAJ" style="color: #044a91;" title="https://scholar.google.ca/citations?user=OByl3J0AAAAJ"><span style="color: #600060;">Google Scholar</span></a> <i>Confidential: for intended recipients only</i><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span style="font-size: 10pt;"> </span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><b><span face=""Gill Sans MT", sans-serif" style="font-size: 10pt;">Recent papers:</span></b><span face=""Gill Sans MT", sans-serif" style="font-size: 10pt;"><span class="Apple-converted-space"> </span>Kreitzman et al.,<span class="Apple-converted-space"> </span><i>Ecosphere</i>,<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://esajournals.onlinelibrary.wiley.com/doi/abs/10.1002/ecs2.3890" style="color: #044a91;" title="https://esajournals.onlinelibrary.wiley.com/doi/abs/10.1002/ecs2.3890">Woody perennial polycultures enhance biodiversity and ecosystem functions</a><o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif" style="font-size: 10pt;">Bullen et al.,<span class="Apple-converted-space"> </span><i>Global Ecol. Biogeogr.</i>,<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://onlinelibrary.wiley.com/doi/full/10.1111/geb.13370" style="color: #044a91;" title="https://onlinelibrary.wiley.com/doi/full/10.1111/geb.13370">Ghost of a giant</a><span class="Apple-converted-space"> </span>(Steller’s sea cows) (<a contenteditable="false" href="https://hakaimagazine.com/news/stellers-sea-cows-ecological-legacy/" style="color: #044a91;" title="https://hakaimagazine.com/news/stellers-sea-cows-ecological-legacy/">Hakai Magazine</a>)<o:p></o:p></span></p><p class="MsoNormal" style="caret-color: rgb(0, 0, 0); font-family: Calibri, sans-serif; font-size: 11pt; margin: 0cm; text-size-adjust: auto;"><span face=""Gill Sans MT", sans-serif" style="font-size: 10pt;">Naito et al.,<span class="Apple-converted-space"> </span><i>Sust. Sci.</i>,<span class="Apple-converted-space"> </span><a contenteditable="false" href="https://rdcu.be/cFkw1" style="color: #044a91;" title="https://rdcu.be/cFkw1">An integrative framework for transformative social change</a></span></p>
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-48581629008955274462022-01-21T17:42:00.000-08:002022-01-21T17:42:58.219-08:00From the Seas to the Spotlight: Healing the Planet Will Take All of Us<div class="_1AZWZ" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: rgb(255, 255, 255); border: 0px; box-sizing: inherit; color: #2f2e2e; font-family: avenir-lt-w01_35-light1475496, avenir-lt-w05_35-light, sans-serif; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><div class="_1KJEZ WXWXc" data-hook="post-title" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-shadow: none !important; box-sizing: inherit; margin: 27px 0px 0px; outline: none; padding: 0px; vertical-align: baseline;" tabindex="-1"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; font-family: avenir-lt-w01_85-heavy1475544, avenir-lt-w05_85-heavy, sans-serif; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: normal; line-height: normal; margin: 0px; outline: 0px; overflow-wrap: break-word; padding: 0px; text-align: left; vertical-align: baseline; word-break: break-word;"><span style="font-family: avenir-lt-w01_35-light1475496, avenir-lt-w05_35-light, sans-serif; white-space: pre-wrap;"><span style="font-size: small;">This content was <a href="https://www.cosphere.net/single-post/from-the-seas-to-the-spotlight-healing-the-planet-will-take-all-of-us" target="_blank">reblogged from CoSphere</a>. </span></span></div></div></div><div class="_6SyeS" data-hook="post-description" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: rgb(255, 255, 255); border: 0px; box-sizing: inherit; margin: 25px 0px 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><article class="blog-post-page-font" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); border: 0px; box-sizing: inherit; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px; padding: 0px;"><div class="post-content__body" style="--ricos-action-color-fallback-tuple: 101, 161, 64; --ricos-action-color-fallback: #65a140; --ricos-action-color-tuple: 101, 161, 64; --ricos-action-color: #65a140; --ricos-background-color-tuple: 255, 255, 255; --ricos-background-color: #ffffff; --ricos-custom-h1-color: rgba(47,46,46,1); --ricos-custom-h1-font-family: avenir-lt-w01_85-heavy1475544,avenir-lt-w05_85-heavy,sans-serif; --ricos-custom-h1-font-size: 36px; --ricos-custom-h1-line-height: 1.5; --ricos-custom-h2-color: rgba(47,46,46,1); --ricos-custom-h2-font-family: avenir-lt-w01_85-heavy1475544,avenir-lt-w05_85-heavy,sans-serif; --ricos-custom-h2-font-size: 24px; --ricos-custom-h2-line-height: 1.5; --ricos-custom-h3-color: rgba(47,46,46,1); --ricos-custom-h3-font-family: avenir-lt-w01_85-heavy1475544,avenir-lt-w05_85-heavy,sans-serif; --ricos-custom-h3-font-size: 18px; --ricos-custom-h3-line-height: 1.5; --ricos-custom-h4-color: #2F2E2E; --ricos-custom-h4-font-family: avenir-lt-w01_35-light1475496,avenir-lt-w05_35-light,sans-serif; --ricos-custom-h4-font-size: 50px; --ricos-custom-h4-line-height: 1.5; --ricos-custom-h5-color: #2F2E2E; --ricos-custom-h5-font-family: avenir-lt-w01_85-heavy1475544,avenir-lt-w05_85-heavy,sans-serif; --ricos-custom-h5-font-size: 33px; --ricos-custom-h5-line-height: 1.5; --ricos-custom-h6-color: #2F2E2E; --ricos-custom-h6-font-family: avenir-lt-w01_35-light1475496,avenir-lt-w05_35-light,sans-serif; --ricos-custom-h6-font-size: 20px; --ricos-custom-h6-line-height: 1.5; --ricos-custom-hashtag-color: rgba(101,161,64,1); --ricos-custom-hashtag-font-style: inherit; --ricos-custom-hashtag-font-weight: inherit; --ricos-custom-hashtag-line-height: 1.5; --ricos-custom-hashtag-text-decoration: inherit; --ricos-custom-link-color: rgba(101,161,64,1); --ricos-custom-link-font-style: inherit; --ricos-custom-link-font-weight: inherit; --ricos-custom-link-line-height: 1.5; --ricos-custom-link-text-decoration: inherit; --ricos-custom-p-color: rgba(47,46,46,1); --ricos-custom-p-font-family: avenir-lt-w01_35-light1475496,avenir-lt-w05_35-light,sans-serif; --ricos-custom-p-font-size: 18px; --ricos-custom-p-font-style: inherit; --ricos-custom-p-font-weight: inherit; --ricos-custom-p-line-height: 1.5; --ricos-custom-p-text-decoration: inherit; --ricos-custom-quote-border-color: rgb(101, 161, 64); --ricos-custom-quote-color: rgba(47,46,46,1); --ricos-custom-quote-font-family: avenir-lt-w01_35-light1475496,avenir-lt-w05_35-light,sans-serif; --ricos-custom-quote-font-size: 24px; --ricos-custom-quote-line-height: 1.5; --ricos-fallback-color-tuple: 0, 0, 0; --ricos-fallback-color: #000000; --ricos-text-color-tuple: 47, 46, 46; --ricos-text-color: #2f2e2e; -webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><div class="_2cDMG" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; position: relative; vertical-align: baseline;"><div class="_2cDMG" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; position: relative; vertical-align: baseline;"><div class="bVAkx _3777I _1dQP3" data-rce-version="8.68.2" style="--rce-active-divider-color: rgba(47, 46, 46, 0.5); --rce-divider-color: rgba(47, 46, 46, 0.2); --rce-header-five-font-size: 18px; --rce-header-four-font-size: 20px; --rce-header-six-font-size: 16px; --rce-header-three-font-size: 22px; --rce-header-two-font-size: 28px; --rce-highlighted-color: rgb(101, 161, 64); --rce-link-hashtag-color: rgb(101, 161, 64); --rce-mobile-font-size: 16px; --rce-mobile-header-five-font-size: 20px; --rce-mobile-header-four-font-size: 20px; --rce-mobile-header-six-font-size: 20px; --rce-mobile-header-three-font-size: 20px; --rce-mobile-header-two-font-size: 24px; --rce-mobile-quotes-font-size: 20px; --rce-opaque-background-color: rgb(255, 255, 255); --rce-text-color: rgb(47, 46, 46); -webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><div class="kvdbP _2msPJ _189VQ _1O7aH" data-id="rich-content-viewer" dir="ltr" style="-webkit-font-smoothing: antialiased; -webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: border-box; height: 2958.78px; margin: 0px; outline: 0px; padding: 0px; position: relative; vertical-align: baseline;"><div class="_1hN1O _2S8BH _3EPBy" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background-attachment: initial; background-clip: initial; background-color: var(--ricos-bg-color-container, unset); background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: border-box; height: 2958.78px; line-height: 1.5; margin: 0px; outline: 0px; overflow-wrap: break-word; padding: 0px; tab-size: 40px; vertical-align: baseline; width: 740px;"><div data-hook="rcv-block-first" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: inherit; font-family: var(--ricos-font-family, HelveticaNeue, Helvetica, Arial); font-style: inherit; font-weight: inherit; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: inherit; vertical-align: baseline; white-space: pre-wrap !important;" type="first"></div><p class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-foo" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-family: var(--ricos-custom-p-font-family, unset); font-stretch: inherit; font-style: var(--ricos-custom-p-font-style, unset); font-variant: inherit; font-weight: var(--ricos-custom-p-font-weight, unset); line-height: 1.5; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline; white-space: pre-wrap !important;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">A Story by Alanna Mitchell</span><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><br /></span></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEgYPIAtPDFPnuizrrwLVDeOtnmw7Dlwo1J-qz2_d9vAFeAMBT_bGZVGPsrrwesLy0L-gw363o4v1yqMcqlfHEbqzLrgImEjhWMe4tDIk-rlakW3zRAXEWdeLyV3_VA3Q1a3oQdsT0pi6W-6CzIwbGWPvHsVsOxu5CTKgMbqgonHgnxMdLvcwDoxy6by_w=s1480" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="987" data-original-width="1480" height="410" src="https://blogger.googleusercontent.com/img/a/AVvXsEgYPIAtPDFPnuizrrwLVDeOtnmw7Dlwo1J-qz2_d9vAFeAMBT_bGZVGPsrrwesLy0L-gw363o4v1yqMcqlfHEbqzLrgImEjhWMe4tDIk-rlakW3zRAXEWdeLyV3_VA3Q1a3oQdsT0pi6W-6CzIwbGWPvHsVsOxu5CTKgMbqgonHgnxMdLvcwDoxy6by_w=w616-h410" width="616" /></a></div><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><div class="_2vd5k _208vH" id="viewer-bp7p8" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 0px; box-sizing: inherit; color: #2f2e2e; font-family: HelveticaNeue, Helvetica, Arial; margin: 15px 0px; outline: 0px; padding: 0px; vertical-align: baseline; white-space: pre-wrap;"><div class="_2kEVY" data-hook="imageViewer" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); font-family: var(--ricos-custom-p-font-family, unset); font-style: var(--ricos-custom-p-font-style, unset); font-weight: var(--ricos-custom-p-font-weight, unset); line-height: var(--ricos-custom-p-line-height, unset); margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; overflow: hidden; padding: 0px; position: relative; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="EilAw" dir="auto" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: none; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, var(--ricos-text-color, #212121)); display: block; font-family: var(--ricos-custom-p-font-family, unset); font-stretch: inherit; font-style: var(--ricos-custom-p-font-style, unset); font-variant: inherit; font-weight: var(--ricos-custom-p-font-weight, unset); line-height: var(--ricos-custom-p-line-height, unset); margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 18px 0px; text-align: center; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span style="font-size: x-small;">Image by: Chloë Ellingson</span></span></div></div></span><h2 style="text-align: left;"><p style="text-align: left;"></p></h2><h4 style="text-align: left;"></h4><h1 style="text-align: left;"><p class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-854od" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-stretch: inherit; font-style: var(--ricos-custom-p-font-style, unset); font-variant: inherit; line-height: 1.2; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;">I remember the moment I let myself glimpse that I was deeply, intimately involved in the work of healing the planet. It was nearly two decades ago, as I sat down to write the first words of my first book, <em style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; font-size: inherit; font-stretch: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">Dancing at the Dead Sea</em>.</span></span></span></p></h1><p></p><div data-hook="rcv-block4" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" type="empty-line"></div><p class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-dbdvv" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-stretch: inherit; font-style: var(--ricos-custom-p-font-style, unset); font-variant: inherit; line-height: 1.2; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;">I had spent a year travelling the world as a journalist with Canada’s national newspaper, The Globe and Mail, as a self-styled earth sciences reporter. The stories from those adventures had garnered me a couple of international awards and a fellowship at Oxford University where I studied with the late Norman Myers. He was, I always reckoned, a Cassandra. He was one of the first scientists to flag our current extinction spasm, the looming tragedy of environmental refugees and the fact that so much of the planet’s biodiversity rests in a few small and precious hotspots. Hardly anyone believed him. Yet he kept going, a cranky soothsayer of the Anthropocene. </span></span></span></p><div data-hook="rcv-block5" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" type="paragraph"></div><div class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-9leru" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-style: var(--ricos-custom-p-font-style, unset); line-height: 1.5; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;"><br role="presentation" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); box-sizing: inherit;" /></span></span></span></div><div data-hook="rcv-block6" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" type="empty-line"></div><p class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-fb3bq" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-stretch: inherit; font-style: var(--ricos-custom-p-font-style, unset); font-variant: inherit; line-height: 1.2; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;">And as I sat down to begin crafting that first book, so much of which had been shaped by him, I panicked. I had written the newspaper stories in the conventional way: as a journalistic observer of the information. At a remove. As if I were not also a citizen of this planet and affected by all this information I was unearthing. </span></span></span></p><div data-hook="rcv-block7" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" type="paragraph"></div><p class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-8e7f3" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-stretch: inherit; font-style: var(--ricos-custom-p-font-style, unset); font-variant: inherit; line-height: 1.2; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;">
Should I write this book in the uninvolved third person, or the passionately involved first? Did I even have the right to write it in the first person, as one implicated in the story? A crisis of faith. I sat at my keyboard – tucked away in a corner of my bedroom in Toronto – and pressed capital I. The book was first-person. I was in. </span></span></span></p><div data-hook="rcv-block8" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" type="paragraph"></div><div class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-f890n" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-style: var(--ricos-custom-p-font-style, unset); line-height: 1.5; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;"><br role="presentation" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); box-sizing: inherit;" /></span></span></span></div><div data-hook="rcv-block9" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" type="empty-line"></div><p class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-3e41f" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-stretch: inherit; font-style: var(--ricos-custom-p-font-style, unset); font-variant: inherit; line-height: 1.2; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;">Myers had already taught me that the real story was about the systems our species had set up – energy, food production, finance, governance. And that what was at stake was the life support systems of our planet: the marvellous dance of creatures, the hydrological cycle, the climate, the ocean. All the small stories added up to something far bigger than the sum of their parts. We need to be on the planet as if we mean to stay, he always used to tell me.</span></span></span></p><div data-hook="rcv-block10" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" type="paragraph"></div><div class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-1v69d" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-style: var(--ricos-custom-p-font-style, unset); line-height: 1.5; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;"><br role="presentation" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); box-sizing: inherit;" /></span></span></span></div><div data-hook="rcv-block11" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;" type="empty-line"></div><p class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-armh5" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-size: var(--ricos-custom-p-font-size, unset); font-stretch: inherit; font-style: var(--ricos-custom-p-font-style, unset); font-variant: inherit; line-height: 1.2; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;">It was a small leap from that first book to a one-woman play. Well, philosophically, if not practically. I had already quit my newspaper job – “What part of ‘NO’ don’t you understand,” one of my editors barked at me shortly before I quit, when I asked once again to write stories about the changing sea – and spent three years on 13 journeys around the world with scientists to interrogate the state of the ocean. It turned into my second book, <em style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; font-size: inherit; font-stretch: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;">Sea Sick: The Global Ocean in Crisis</em>.</span></span></span><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><span style="font-weight: normal;"><span style="font-family: Calibri;"><br /></span></span></span></p><div class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-71taa" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; line-height: 1.5; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><div class="mm8Nw _1j-51 _1atvN _1FoOD _3M0Fe _2WrB- _1atvN public-DraftStyleDefault-block-depth0 fixed-tab-size public-DraftStyleDefault-text-ltr" id="viewer-f890n" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: var(--ricos-custom-p-color, unset); direction: ltr; font-style: var(--ricos-custom-p-font-style, unset); font-weight: var(--ricos-custom-p-font-weight, unset); line-height: 1.5; margin: 0px; min-height: var(--ricos-custom-p-min-height, unset); outline: 0px; padding: 0px; text-decoration: var(--ricos-custom-p-text-decoration, unset); vertical-align: baseline;"><span class="_2PHJq public-DraftStyleDefault-ltr" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; direction: ltr; display: block; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; outline: 0px; padding: 0px; vertical-align: baseline;"><a href="https://www.cosphere.net/single-post/from-the-seas-to-the-spotlight-healing-the-planet-will-take-all-of-us" target="_blank"><span style="font-family: inherit;">Continue to read the rest of the story in CoSphere...</span></a></span></div></span></div><div data-hook="rcv-block3" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0); background: transparent; border: 0px; box-sizing: inherit; color: inherit; font-family: var(--ricos-font-family, HelveticaNeue, Helvetica, Arial); font-size: 16px; font-style: inherit; font-weight: inherit; margin: 0px; outline: 0px; padding: 0px; text-decoration-line: inherit; vertical-align: baseline; white-space: pre-wrap !important;" type="paragraph"></div></div></div></div></div></div></div></article></div><br /><br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.RUMI http://www.blogger.com/profile/13809414866404691393noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-8464648151102626152022-01-17T16:55:00.005-08:002022-01-19T09:07:59.050-08:00What Is a Horizon Scan? (Step 2) + Why and How to Do One Now<div>By <a href="https://chanslab.ires.ubc.ca/people/chan/" target="_blank">Kai Chan</a></div><div><i>This is part of a series, <a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" target="_blank">How to Write a Winning Proposal—in 10 Hard Steps</a></i></div><div><br /></div><div>Years or months from now, you’re defending your dissertation/thesis, and one of your examiners frowns. You tremble as they ask, “What you’ve discovered is pretty normal in [field H]. But you haven’t even discussed [that field], or cited any of the key papers. Why not?”</div><div><br /></div><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiv7mgNIcOiqKtC6rFTY0wOPqZL32msFbHx-VyMnNjni9fmteObk6Rh2oz1Uzp2NUCf0fBkOQXZnNcsN-JNGApzD-XnEgn2lE_FLAS773TG9niVceoMJHIKMeNajidQCC-PFVzpIhJOlZydP6ZnsJXQuOQw27XQCLj5oP_GygFUHOXh3Eb7h8TjbKCi2A=s6523" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1465" data-original-width="6523" height="171" src="https://blogger.googleusercontent.com/img/a/AVvXsEiv7mgNIcOiqKtC6rFTY0wOPqZL32msFbHx-VyMnNjni9fmteObk6Rh2oz1Uzp2NUCf0fBkOQXZnNcsN-JNGApzD-XnEgn2lE_FLAS773TG9niVceoMJHIKMeNajidQCC-PFVzpIhJOlZydP6ZnsJXQuOQw27XQCLj5oP_GygFUHOXh3Eb7h8TjbKCi2A=w766-h171" width="766" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>Scanning the horizon is crucial, but can be overwhelming. There's a lot out there! Photo: Kai Chan</i></td></tr></tbody></table><br /><div><br /></div><div><br /></div><div>Or maybe it’s, “Have you ever heard of [method Q]? It seems like it would have saved you loads of time and provided a much more robust basis for your conclusions.” Or any number of other scenarios of overlooked studies, fields, or methods.</div><div><br /></div><div>Such a moment of chagrin is largely due to a failure to scan the horizon. Avoiding such moments is why you might conduct a horizon scan right now—whether you’re just starting or well underway.</div><div><br /></div><div>Scenarios like this might sound far-fetched. But they happen all the time, because the literature is vast and deeply fragmented. When <a href="https://naturalcapitalproject.stanford.edu/people/alejandra-echeverri" target="_blank">Alejandra Echeverri</a> scanned the horizon for literatures addressing the <a href="https://doi.org/10.1016/j.biocon.2018.05.015" target="_blank">nonmaterial relationships between people and animals</a>, she found an astonishing 27 fields—many of which barely engaged with many of the others.</div><div><br /></div><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjXh2B1TXgMZpb6TzFfEgAWpeEKhxPoqIS3Ias40DNFRRVbp6Icjq297sEvJP7wPKO81Un9R56ytL_ho0DJR8CL5taLokavu4d3IcxBh9tI-gl5w_JfOTBlOYYpgE86mToG3IYHwKjGucoYHjx3H7e5880n9HgFkVaFEVZm7e0yBBPXQkciZdDMPDaq2g=s855" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="608" data-original-width="855" height="285" src="https://blogger.googleusercontent.com/img/a/AVvXsEjXh2B1TXgMZpb6TzFfEgAWpeEKhxPoqIS3Ias40DNFRRVbp6Icjq297sEvJP7wPKO81Un9R56ytL_ho0DJR8CL5taLokavu4d3IcxBh9tI-gl5w_JfOTBlOYYpgE86mToG3IYHwKjGucoYHjx3H7e5880n9HgFkVaFEVZm7e0yBBPXQkciZdDMPDaq2g=w400-h285" width="400" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i><a href="https://doi.org/10.1016/j.biocon.2018.05.015" target="_blank">Echeverri et al.</a> found 27 different fields of human-animal relations.</i></td></tr></tbody></table><div><br /></div><div>For student X (a concrete anonymized example), an oversight like this was very costly. X was studying zoonotic disease risk and its various causes. A central finding was the large gap between the spatial distributions of the physical prevalence of risk and of people’s concern. But X hadn’t engaged at all with the risk perception literature, where such findings are well documented and also well understood. X had entered the problem as a zoologist seeking to expand into social-ecological problems. It simply hadn’t occurred to X that there was a general literature on risk. For X, this meant a brush with failure, and the need for major revisions. What should have been a triumphant moment was nearly the exact opposite.</div><div><br /></div><div>As I see it, there are three kinds of horizons to explore (all related to <a href="https://chanslabviews.blogspot.com/2020/06/how-to-find-grad-project-that-fulfills.html" target="_blank">critical ingredients</a> and your <a href="https://chanslabviews.blogspot.com/2022/01/by-kai-chan-this-is-part-of-series-how.html" target="_blank">tentative research problem</a>).</div><div><br /></div><h2 style="text-align: left;">Domain/Topic</h2><div>Domains are the broad problem of focus—e.g., biodiversity conservation, just climate transitions, sustainable fisheries, or endocrine-disrupting chemicals. The domain or topic aligns closely with interdisciplinary research fields, where many different methods might be applied, potentially from many different disciplinary backgrounds. But sometimes—as with Echeverri et al. (2018)—the domain is <i>much</i> broader than a single field. Within a domain, it’s important to understand how others are growing knowledge about similar problems. A <a href="https://osf.io/preprints/socarxiv/5zmxd/" target="_blank">forthcoming paper</a> in <i>Sustainability Science</i> led by <a href="https://ires.ubc.ca/person/rumi-naito" target="_blank">Rumi Naito</a> (with <a href="https://ires.ubc.ca/person/jiaying-zhao/" target="_blank">Jiaying Zhao</a> and I) demonstrates the kind of insights that can be gained by a deeply interdisciplinary analysis of the illegal wildlife trade. </div><h2 style="text-align: left;"><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjDTH0oFm0m_N0_cWwDIa1br5FGdye7hGXc344VzbgQ2FqA_i77XmwhNdEpuQ7ZygmxZmitLr_yp62csSeauIvOUlClGj1BMwHwY0mbVaw0Ifpo1xgOXigcJYMPkvvChO_TGKczSxCSYmu77-LsLH5lHPGfgFTpfFKCTNVKQcxNlv5YgCx7iq-fmVJo-Q=s3606" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="3606" data-original-width="2783" height="400" src="https://blogger.googleusercontent.com/img/a/AVvXsEjDTH0oFm0m_N0_cWwDIa1br5FGdye7hGXc344VzbgQ2FqA_i77XmwhNdEpuQ7ZygmxZmitLr_yp62csSeauIvOUlClGj1BMwHwY0mbVaw0Ifpo1xgOXigcJYMPkvvChO_TGKczSxCSYmu77-LsLH5lHPGfgFTpfFKCTNVKQcxNlv5YgCx7iq-fmVJo-Q=w309-h400" width="309" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i><span style="font-size: small;">An example of human-animal relations (and values): <br />I feel a sense of responsibility and kinship for orcas,<br />hence this Father's Day card from my daughter.</span></i></td></tr></tbody></table><br />Methods</h2><div>Methods are the tools for collecting and analyzing data to answer research questions (e.g., system modeling, multivariate statistics, surveys, document analysis). Any given method might be applied in a wide variety of contexts and disciplines, and understanding this diversity of applications can yield new insights and approaches. This <a href="https://besjournals.onlinelibrary.wiley.com/doi/abs/10.1111/j.1365-2664.2009.01628.x" target="_blank">great paper</a> by Paul Armsworth lays out how economists and ecologists use similar statistical regression methods quite differently, and why. Meanwhile, the use of narrative elicitation (developed earlier) led to crucial insights in the field of ecosystem services (thanks to <a href="https://ires.ubc.ca/person/terre-satterfield/" target="_blank">Terre Satterfield</a>; see <a href="http://www.sciencedirect.com/science/article/pii/S0301479712006184" target="_blank">here</a>, <a href="https://doi.org/10.1016/j.ecolecon.2014.09.003" target="_blank">here</a> and <a href="https://doi.org/10.1111/cobi.12407" target="_blank">here</a>). Insightful guidance for mixed-methods research—which is common in sustainability science and interdisciplinary environmental research—can be found in <a href="https://books.google.ca/books?hl=en&lr=&id=AyMZt9AodEEC&oi=fnd&pg=PA315&dq=Mixed+methods+research:+Developments,+debates,+and+dilemmas&ots=N6qpHBYH68&sig=Fj8YHEykFwUnjnIGrohIRGxZuJg" target="_blank">Creswell & Creswell 2005</a>.</div><h2 style="text-align: left;">Themes</h2><div>Themes are concepts and constructs that cut across domains and methods (e.g., risk, values, power, resilience, telecoupling, markets, neoliberalism). They represent another key pathway by which learning can bridge from one domain to another. E.g., Leslie and McCabe (<a href="http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4028135/" target="_blank">2013</a>) demonstrate beautifully how response diversity can yield resilience in social systems (not just ecological ones). The idea of <a href="http://www.pnas.org/content/113/6/1462.full" target="_blank">relational values</a> was intended to enable tremendous insights to overflow from the coming together of several domains and multiple disciplines, as in <a href="https://doi.org/10.1016/j.cosust.2018.11.003" target="_blank">this special issue</a>.</div><div><br /></div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; margin-left: 1em; text-align: right;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEgGMAIBbFb_3JujOorFjdtviaXYmJ7YZI1skcyjmBnyU8r0haOlnIcfKpSVJleh_6fFDepQD9uNMe5VQZ4hff-uESqFiCVPf4Ui-KnwoBufrvpYj8DDnC0ui4qIMxtxQHXdHETVocjV0o9JKHaNy8Mf9dToTkLM5NIUzXSmX43_eWJU_GW4wpH7TMgYYg=s2260" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1768" data-original-width="2260" height="313" src="https://blogger.googleusercontent.com/img/a/AVvXsEgGMAIBbFb_3JujOorFjdtviaXYmJ7YZI1skcyjmBnyU8r0haOlnIcfKpSVJleh_6fFDepQD9uNMe5VQZ4hff-uESqFiCVPf4Ui-KnwoBufrvpYj8DDnC0ui4qIMxtxQHXdHETVocjV0o9JKHaNy8Mf9dToTkLM5NIUzXSmX43_eWJU_GW4wpH7TMgYYg=w400-h313" width="400" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>Relational values are an example of a theme that straddles many<br />fields, disciplines, and domains. But it's key to relate them to other<br />kinds of values, as we did in <a href="https://doi.org/10.1016/j.cosust.2018.11.003" target="_blank">Chan et al. (2018)</a>.</i></td></tr></tbody></table><div>But how to actually conduct a horizon scan? There’s no single recipe. When there’s no map of a landscape, many kinds of explorations can be fruitful. In basic terms, having identified your domain/topic, possible methods and themes—<i>and a wide variety of terms to represent these</i>—do the following to get a sense of what key reviews/papers/fields/terms you might be missing:</div><div><ul style="text-align: left;"><li>Surround yourself with diverse like-minded folks researching similar problems and themes, from a variety of vantage points.</li><li>Talk with your supervisor(s) and committee members, and other experts.</li><li>Talk with fellow students about your work and theirs.</li><li>Search the academic literature using your keywords <i>without too much constraint</i> (i.e., without applying ‘and’ links, so without restricting to spaces you know) (using ISI Web of Science, Google Scholar, etc.; see <a href="https://paperpile.com/g/google-scholar-guide/" target="_blank">Paperpile</a> and <a href="https://resources.library.ubc.ca/277" target="_blank">UBC library</a> for tips).</li><li>Follow chains of citations (backwards and forwards: sources cited by key papers; and sources citing those key papers—<a href="https://www.connectedpapers.com/" target="_blank">Connected Papers</a> might be helpful for depicted citation links across sources).</li></ul></div><div><br /></div><div>A key point is <i>not to let yourself read deeply during this step</i>. Drilling down in one part of the landscape will distract the exploration of broader horizons. It may help to distinguish 'scanning' from 'exploring', and iterating between these phases. In the superficial phase of scanning you might focus on finding new literatures while also taking notes about particular papers, books and fields to explore more fully.</div><div><br /></div><div>Similarly, don't let this step drag on for too long. Do it in a time-bounded way in one burst, and then do it again later in fits and spurts. You can never really finish scanning the horizon. The idea of 'saturation' is elusive here (that you've reached saturation if searches repeatedly reveal the same sources), because this can result from searching in a rut rather than getting out to the broader landscape. But don't sweat it; people will forgive you if you gave horizon-scanning an honest effort but still missed some features of interest. </div><div><br /></div><div>Scanning horizons promises to vastly improve your research and its reach, and to prevent the worst moments of chagrin.</div><div><br /></div><div>But much more importantly, horizon scans can enable you to help facilitate great insights well beyond your own research, by bridging parts of this deeply fractured academic landscape that remain isolated. This hope is what led us (the editors of <a href="https://besjournals.onlinelibrary.wiley.com/journal/25758314" target="_blank"><i>People and Nature</i></a>) to state in our <a href="https://besjournals.onlinelibrary.wiley.com/doi/abs/10.1002/pan3.7" target="_blank">opening editorial</a> that "People and Nature thus aspires to be not a collection of unlike contributions to different literatures, but rather the nexus where these various literatures about human‐nature relationships convene."</div><div><i><br /></i></div><div><div><i><b>Next up</b>: (to come)</i></div><div><i><b>Previous</b>: <a href="https://chanslabviews.blogspot.com/2022/01/by-kai-chan-this-is-part-of-series-how.html" target="_blank">Identifying the Problem (Step 1.1): An Impactful Interdisciplinary Research Project Is One that Fulfills You</a></i></div><div><i>The <b>Intro</b> to this series (with links to the full set): <a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" target="_blank">How to Write a Winning Proposal—in 10 Hard Steps</a></i></div></div>
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-32746512357105736832022-01-17T11:09:00.007-08:002022-06-20T15:45:54.548-07:00Identifying the Problem (Step 1.1): An Impactful Interdisciplinary Research Project Is One that Fulfills You<span id="docs-internal-guid-2b05b3c0-7fff-20ac-a0dc-4f5fc815a276"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">By </span><a href="https://chanslab.ires.ubc.ca/people/chan/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Kai Chan</span></a></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This is part of a series, </span><a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">How to Write a Winning Proposal—in 10 Hard Steps</span></a></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The true first step in writing a winning proposal is to identify the (research) problem. Lots has been written about how to identify a good problem, e.g., </span><a href="https://doi.org/10.1057/s41304-017-0130-y" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">as a puzzle</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. For our purposes, though, that step is WAY down the road.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Or rather, identifying a good problem is a crucial and complex process that we’re going to unpack into several steps over the coming posts. But in order to engage in </span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">those steps</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, you need an anchor—</span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">a tentative topic or problem</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">—that you can use to ground you through the coming exploration.</span></span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">But how do you decide on that tentative topic/problem? It’s a chicken-and-egg dilemma: to identify a good topic/problem you need a tentative topic/problem.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"></p><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left; margin-right: 1em; text-align: left;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjpkwBeUKyrNIQ6uucrwHuoBzrsLuYFvs3TVvYXMokqPF5GkqZc3SVDr7GULN7xHYhw7M04-ZabAugOUHTRiTrTCnsYoQpa0TzrVMesGX5B3ZnsHFOTEUuy9s9CRR_JuN4XWXp-gQwpZzoL-_4BcNLFNnsjOHxQtTs6SoZco4QfbA6QlCsPkve6rvtmFA=s1024" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="636" data-original-width="1024" height="249" src="https://blogger.googleusercontent.com/img/a/AVvXsEjpkwBeUKyrNIQ6uucrwHuoBzrsLuYFvs3TVvYXMokqPF5GkqZc3SVDr7GULN7xHYhw7M04-ZabAugOUHTRiTrTCnsYoQpa0TzrVMesGX5B3ZnsHFOTEUuy9s9CRR_JuN4XWXp-gQwpZzoL-_4BcNLFNnsjOHxQtTs6SoZco4QfbA6QlCsPkve6rvtmFA=w400-h249" width="400" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>Choosing a topic/problem is a chicken-and-egg dilemma (you need<br />a tentative one to investigate possibilities), but there is a place to<br />start (read on). ruben alexander, <a href="https://www.flickr.com/photos/the-wanderers-eye/4494147652" target="_blank">Flikr</a></i></td></tr></tbody></table><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">My route through this apparent paradox is highly unusual. The vast majority of writing about how to find a good research problem says something like this: “</span><a href="https://www.scribbr.com/research-process/research-problem/" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">look for under-explored aspects and areas of concern, conflict or controversy</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.” Or, this: “</span><a href="https://research.phoenix.edu/blog/how-identify-appropriate-research-problem" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Ideas for research problems tend to come from two sources: real life and the scholarly arena.</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">”</span></span><p></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">They’re not wrong. They’ve just skipped a key step—in my opinion. And they’re misleading.</span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">They are misleading because there is no such thing as a “under-explored aspect … or area”. Every research area is simultaneously over-explored </span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">if it isn’t interesting or important to you</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, and under-explored </span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">for those who find it interesting and important</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span></span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">There’s only one way to identify a good tentative topic/problem. It’s not to survey the literature or the world around you—it’s to look within. That is, start from your </span><a href="https://chanslabviews.blogspot.com/2020/06/how-to-find-grad-project-that-fulfills.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">critical ingredients</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. A good tentative topic is one that would be meaningful to you.</span></span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The other authors above would likely agree that looking within—at what you find meaningful—is a good place to start. They likely just think it goes without saying. Having supervised dozens of students and taught twenty in two iterations of this course (</span><a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">RES 602</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">), I know that </span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">it still needs to be said.</span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiKyp2xCut_ldhsnHI9H-7x7wKH5Pw_IuLUEm86qJiJRx6SL-MVdmKEP-1utiXj-O2oTIj8sTUyEVmBSz-oALCMsj1v5R2Ac82ami_LS7bf-DhwsP24oMjEGj5G-XNK_BDboskhpOeCvSM8RI-O1w0yxak2O15AUq7iXThDNnyLrMHYqP1S6CaJapeTEQ=s2325" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"><span style="clear: right; float: right; font-family: arial; margin-bottom: 1em; margin-left: 1em;"></span></a></div><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">These other authors are probably fixated on what I’ll call </span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">the opportunity theory</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">—that we should choose projects among the low-hanging fruit. I see several problems with this theory.<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; margin-left: 1em; text-align: right;"><tbody><tr><td style="text-align: center;"><img border="0" data-original-height="2325" data-original-width="1760" height="320" src="https://blogger.googleusercontent.com/img/a/AVvXsEiKyp2xCut_ldhsnHI9H-7x7wKH5Pw_IuLUEm86qJiJRx6SL-MVdmKEP-1utiXj-O2oTIj8sTUyEVmBSz-oALCMsj1v5R2Ac82ami_LS7bf-DhwsP24oMjEGj5G-XNK_BDboskhpOeCvSM8RI-O1w0yxak2O15AUq7iXThDNnyLrMHYqP1S6CaJapeTEQ=s320" style="margin-left: auto; margin-right: auto;" width="242" /></td></tr><tr><td class="tr-caption" style="text-align: center;"><span><i>Low-hanging cashew fruit. (Did you know<br />that cashews had delicious fruit? They do,<br />and this is thanks to <a href="https://en.wikipedia.org/wiki/Gomphothere" target="_blank">gomphotheres</a> and <br />other prehistoric megavertebrates, which<br />relates to rewilding.) </i>Photo by </span><span face="-apple-system, "system-ui", "segoe ui", Roboto, "helvetica neue", Arial, "noto sans", sans-serif, "apple color emoji", "microsoft yahei", "segoe ui emoji", "segoe ui symbol", "noto color emoji", oxygen, cantarell, ubuntu" style="background-color: #e8e8e8; box-sizing: border-box; color: #212529; font-size: 14px; font-weight: bolder;"><a href="https://pxhere.com/en/photographer/1" style="background-color: transparent; box-sizing: border-box; color: #2f2f2f; text-decoration-line: none;"></a></span><span face="-apple-system, "system-ui", "segoe ui", Roboto, "helvetica neue", Arial, "noto sans", sans-serif, "apple color emoji", "microsoft yahei", "segoe ui emoji", "segoe ui symbol", "noto color emoji", oxygen, cantarell, ubuntu" style="background-color: #e8e8e8; color: #212529; font-size: 14px;">form </span><span face="-apple-system, "system-ui", "segoe ui", Roboto, "helvetica neue", Arial, "noto sans", sans-serif, "apple color emoji", "microsoft yahei", "segoe ui emoji", "segoe ui symbol", "noto color emoji", oxygen, cantarell, ubuntu" style="background-color: #e8e8e8; box-sizing: border-box; color: #212529; font-size: 14px; font-weight: bolder;"><a href="https://pxhere.com/en/photo/675035" style="background-color: transparent; box-sizing: border-box; color: #2f2f2f; text-decoration-line: none;">PxHere</a></span></td></tr></tbody></table></span></span><p></p><ol style="margin-bottom: 0px; margin-top: 0px; padding-inline-start: 48px;"><li aria-level="1" dir="ltr" style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; list-style-type: decimal; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">You can’t spot great, easy opportunities (the low-hanging fruit) without really getting to know a field. Those externally-obvious low-hanging fruit have mostly been picked.</span></p></li><li aria-level="1" dir="ltr" style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; list-style-type: decimal; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">There’s no research area that is truly saturated—that doesn’t have a genuine research opportunity. There are areas that are very competitive, there are ones whose methods won’t appeal (e.g., because they are too theoretical, too dependent on fieldwork, or too deeply statistical). But this is all a function of fit with what ‘turns your crank’.</span></p></li><li aria-level="1" dir="ltr" style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; list-style-type: decimal; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Following apparent low-hanging fruit is unlikely to allow you to develop the methods that are most important to your future, or to enable you to develop connections with your key communities of research and practice, or to jibe with a </span><a href="https://chanslabviews.blogspot.com/2022/01/why-you-need-theory-of-change.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">theory of change</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> that resonates with you. That is, they are unlikely to deliver your </span><a href="https://chanslabviews.blogspot.com/2020/06/how-to-find-grad-project-that-fulfills.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">critical ingredients</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span></span></p></li></ol><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">So start with your critical ingredients, and fine-tune <span style="font-size: 14.6667px;">your </span><i style="font-size: 14.6667px;">good tentative problem</i><span style="font-size: 14.6667px;"> into a </span><i style="font-size: 14.6667px;">good problem</i> (see steps 2-6 in this series).</span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">But how exactly do a handful of critical ingredients deliver a research problem? At the nexus of each critical ingredient, there is a quadrant in n-dimensional space that represents the set of your most meaningful problems.</span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">For me, this is a project involving the conservation and/or restoration of nature alongside its sustainable use (</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">fields</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">) with a combination of ecological and social dynamics (</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">disciplines</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">), using quantitative and qualitative methods (</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">tools</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">) in southwest British Columbia (</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">geographical study areas</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">). It will engage with values and rewilding in the context of transformative change (</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">theories of change</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, </span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">questions</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">).</span></span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">So, once you’ve completed the </span><a href="https://www.dropbox.com/s/gtlr2hrvaf03j4i/Critical%20Ingredients%20template.docx?dl=0" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">critical ingredients document</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, the task is to simply layer the various dimensions as I’ve done just above: <i>the promising "problem" is the intersection of your critical ingredient fields, disciplines, tools, study areas, theories of change, and questions.</i> </span></span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Next we’ll discuss how to use this starting point to explore the beautiful landscape of research opportunities and approaches.</span></p><span style="font-family: arial;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Next up:</span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> <a href="https://chanslabviews.blogspot.com/2022/01/what-is-horizon-scan-why-and-how-to-do.html" target="_blank">What Is a Horizon Scan? (Step 2) + Why You Need To Do One Now</a></span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Previous:</span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span><a href="https://chanslabviews.blogspot.com/2022/01/why-you-need-theory-of-change.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Why You Need a Theory of Change</span></a></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial;"><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The </span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Intro</span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> to this series (with links to the full set): </span><a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">How to Write a Winning Proposal—in 10 Hard Steps</span></a></span></p></span><br />
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com2tag:blogger.com,1999:blog-5010015445969299314.post-5705109956773998772022-01-11T15:54:00.003-08:002023-03-01T10:27:03.332-08:00Combating the climate crisis by changing how we connect and converse (introducing EarthNet)<br />
<span id="docs-internal-guid-4c70e57f-7fff-3768-a639-93f71bad79ef"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">After years of complicity, it’s time to subvert Twitter, Facebook and other Big Social Media. Here’s why and how to start.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">By </span><a href="https://chanslab.ires.ubc.ca/people/chan/?login" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Kai Chan</span></a></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"></p><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhnmr56FwiQ_J4QECXhrbyXIKBRwck-BllY6lJ_TnsP1UbTwjbUJJ2sfaP7JxJLlNiKRS2yRYXXchCIKVrBZKieX0vDt-rRyX6Zl9TjPmOajahSqkJxsBgx7aCKtXQNMLkC9bcpc15qowRwLjCbXcdgAt-LNWhkN4pZ3A-4hy-zG8WKxLnP7_sHt9Ii6A=s203" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="202" data-original-width="203" height="202" src="https://blogger.googleusercontent.com/img/a/AVvXsEhnmr56FwiQ_J4QECXhrbyXIKBRwck-BllY6lJ_TnsP1UbTwjbUJJ2sfaP7JxJLlNiKRS2yRYXXchCIKVrBZKieX0vDt-rRyX6Zl9TjPmOajahSqkJxsBgx7aCKtXQNMLkC9bcpc15qowRwLjCbXcdgAt-LNWhkN4pZ3A-4hy-zG8WKxLnP7_sHt9Ii6A" width="203" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>One riff off the "YouTwitFace"<br />meme, from <a href="https://www.pinterest.ca/pin/98657048057535210/" target="_blank">Pinterest</a>.</i></td></tr></tbody></table><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">In 2009, Conan O’Brien </span><a href="https://www.wsj.com/articles/BL-DGB-3383" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">went viral</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> with his joke about the future when the big social media companies YouTube, Twitter, and Facebook would all join to become YouTwitFace.</span><p></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This inspired a meme and myriad riffs on all three of those platforms and more—by thousands of users … who kept right on using these highly addictive, polarizing, society-distorting platforms.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The joke is on us.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I’m no different. I was a holdout on all of these platforms, but I’m now a user of several. You almost can’t have much social influence these days without complying.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">But now I see part of the way out. It involves working to build alternative platforms—that are designed for social action and meaningful connection—and bleeding market share away from the big for-profit companies that peddle in our attention and behaviours.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">The Problem, In Broad Strokes</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">‘Big Tech’ has way too much power over our lives and societies. Social media companies distort policy through direct lobbying, and they enable others to distort elections and key social and health programs by spreading misinformation and sowing dissent. They elevate memes over truths, clickbait over news, trolls over meaningful conversation. And they directly fuel an economic model that manipulates our needs and desires to buy more.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Distortion and Dissent</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"></p><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiQ3CjXBjn2ChK2yxwmFYdgsmWSfPjQfZnJI9FV1Ygt0s3rw18dL6IYx_ch04m-lcLoKVHC_b_Lf8krBBZwCCfTpBkPqByyMVRMJs0h5Xq2EIU0IjfVT3cmP32q5PDVTYY6oHN98CxtNhYuxlBAf7GiE8bvymHMM8Y40uuWKFCD-9eJdSVIEz2mf1bUpQ=s1024" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="683" data-original-width="1024" height="266" src="https://blogger.googleusercontent.com/img/a/AVvXsEiQ3CjXBjn2ChK2yxwmFYdgsmWSfPjQfZnJI9FV1Ygt0s3rw18dL6IYx_ch04m-lcLoKVHC_b_Lf8krBBZwCCfTpBkPqByyMVRMJs0h5Xq2EIU0IjfVT3cmP32q5PDVTYY6oHN98CxtNhYuxlBAf7GiE8bvymHMM8Y40uuWKFCD-9eJdSVIEz2mf1bUpQ=w400-h266" width="400" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>A burned US flag after the Jan 6 insurrection at Capitol Hill,<br />Washington, DC. <a href="https://www.flickr.com/photos/30478819@N08/50819480062" target="_blank">Flikr</a></i></td></tr></tbody></table><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I’ve </span><a href="https://chanslabviews.blogspot.com/2020/11/watch-social-dilemmaand-talk-about-it.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">already written</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> about how social media has a deeply polarizing effect on society, after watching </span><a href="https://www.thesocialdilemma.com/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">The Social Dilemma</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. And much has been written on this topic, e.g., in the </span><a href="https://www.nytimes.com/2018/11/14/technology/facebook-data-russia-election-racism.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">New York Times</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. In a nutshell, because surprising half-truths and plausible lies generate attention and sharing, and because of algorithms that feed people content like what they’ve read and shared before, social media can produce echo chambers of </span><a href="https://www.vox.com/21558524/conspiracy-theories-2020-qanon-covid-conspiracies-why" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">conspiracy theories</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> fuelling </span><a href="https://www.reuters.com/article/uk-factcheck-qanon-military-theories-idUSKBN29R1ZA" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">QAnon</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> and dangerous lies about an illegitimate </span><a href="https://www.cbc.ca/news/world/u-s-capitol-attack-anniversary-analysis-1.6303070" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">US presidential election of Joe Biden in 2020</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. Here, I unpack two related facets.</span><p></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Memes > Truths … Clickbait > News … Trolls > Conversation</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I <a href="https://twitter.com/KaiChanUBC" target="_blank">joined Twitter</a> in 2011 as an experiment. I wanted to see how people were using this platform. Is there an opportunity to advance meaningful conversation, I wondered—without spending many hours skimming and elevating conversations that don’t feel important? I’m not saying “No”, but after more than a decade, I haven’t seen it.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">How could a series of 280-character snippets culminate in a meaningful argument? What convinced me to investigate this was the notion that tweets could be much more than a tiny passage of text, because they could include links. Thus, a tweet could be an ad to a blog post or an article, that would really permit delving into the details. I tried this for years.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The problem is that—even if the format enables this facilitation of longer-form arguments—the vast majority of users don’t look to Twitter for this content. They look to it for the snippets and images. They like or skim over and move on. And the comments on these tweets often come from trolls, and often based just on the tweet/headline. As one recent example, when I tweeted </span><a href="https://twitter.com/KaiChanUBC/status/1479483143174254593" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">an article about housing and tax policy</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, 3 of the first 4 comments were dismissively reactionary. Most clearly hadn’t read the article.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Meanwhile, my students do </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">incredible things</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, like </span><a href="https://chanslabviews.blogspot.com/2021/11/the-joy-of-pairing-academic-and.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">run ALL of Vancouver’s streets</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">—1557 km (almost 1000 miles) while doing a PhD—and </span><a href="https://twitter.com/KaiChanUBC/status/1479254198424203266" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">I can’t get them much love</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Fuelling Runaway Consumption</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Perhaps the deepest problem with Facebook, Twitter, YouTube, Pinterest, Instagram and the like, is that their whole business model is rooted in helping </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">sell you things you mostly didn’t need</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, which is a </span><a href="https://www.cosphere.net/single-post/shrinking-the-juggernaut-of-the-human-enterprise" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">key ultimate driver of the climate-and-ecological crisis</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Social media companies do this directly in two ways, not primarily via the countless influencers and celebrities that use these platforms to sell products and their visions of the world. The first way is of course advertising, which is a major revenue source for many of these ‘free’ platforms.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The second way is by selling your data—about your preferences and behaviours—to companies that seek to sell you things you don’t already want, or to manipulate you to do things you wouldn’t otherwise do. This is a </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">primary</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> revenue source for Big Social Media. </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">There is no route more direct to boost runaway consumption.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Beyond consumption, the danger of this manipulation of our desires is that it furthers the myth that many of us don’t already have the roots of a good life (we do)—in our relationships with people and places—and that we can buy our way to happiness (we can’t). Arguably, these </span><a href="https://www.cosphere.net/single-post/leverage-point-1-paradigms-and-visions-of-a-good-life" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">notions of a good life</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> are even more fundamental to our current crises than the consumption itself.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">A Partial Antidote: A Nonprofit Social Network Designed for Action</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">As I see it, the way forward has several key pieces. One is to limit our engagement with Big Social Media, and to use those platforms partly or largely to undermine the power they have over others (e.g., by </span><a href="https://chanslabviews.blogspot.com/2020/11/watch-social-dilemmaand-talk-about-it.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">making a public commitment</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> and leading others to reflections/rationales like this one here). A second is to help build alternatives.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">There are already some options that do most of what some of these platforms do, but without the profit motive and/or selling data. </span><a href="https://signal.org/download/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Signal</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> is a messaging app like WhatsApp run by a non-profit organization; they don’t even store data linked to you. </span><a href="https://www.ecosia.org/?c=en" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Ecosia</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> is a search engine based on Google but that uses its profits to plant trees where they’re needed (search engines share some of the same issues described here). Ecosia is a B-corp (</span><a href="https://en.wikipedia.org/wiki/Benefit_corporation" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">benefit corporation</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">), meaning it exists for the purpose of advancing social and/or environmental causes, not only making profit. It still runs ads (that’s the revenue source), but there isn’t the potential deeper level manipulation.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"></span></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEidlHBtH77E67F99CzVJzGYMt9nNjYKoELw4Sidh5aEWHxwrXpuubPozdNvT2Itq2wa5pdzNmHH-7V15gDhZ5gM8immkEc0AoTUG73ap6eJiUC3gII5ZosxGEYXQYfYTwZmQq3YqlahbBrqE17F3eD4ezHF7mORvZzt0R1dsWb6xlY38ASL5l07OkKxTg=s2506" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="998" data-original-width="2506" height="254" src="https://blogger.googleusercontent.com/img/a/AVvXsEidlHBtH77E67F99CzVJzGYMt9nNjYKoELw4Sidh5aEWHxwrXpuubPozdNvT2Itq2wa5pdzNmHH-7V15gDhZ5gM8immkEc0AoTUG73ap6eJiUC3gII5ZosxGEYXQYfYTwZmQq3YqlahbBrqE17F3eD4ezHF7mORvZzt0R1dsWb6xlY38ASL5l07OkKxTg=w640-h254" width="640" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>CoSphere's <a href="https://earthnet.world/cosphere" target="_blank">hub on EarthNet</a>.</i></td></tr></tbody></table><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline;">And now there’s </span><a href="https://earthnet.world" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline;">EarthNet</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline;">, a social network platform designed to connect people and foster collaboration across the environmental movement. You can easily create your own page, and control who sees what and how your data are used, unlike many platforms that are rooted in using your data for revenue. The interface is stripped-down to enable you to engage with meaningful content and conversation (including fact-checking), not designed to divert your attention away to other rabbit-holes. This nascent platform is still very much a work-in-progress, but now is the time to engage to help build it to serve as a foundation for a better internet and a better world.</span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The ‘catch’ is that EarthNet is a paid platform (albeit one “that puts planet over profit”). Unlike Facebook, you can’t create content on it for free (after the trial period). Some people—probably many—will see this as a major drawback. That’s my reaction, too: I like free stuff. The key is to keep reminding ourselves that </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">there is no free lunch</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. If someone is providing a service apparently for free, they’re making money off you in other ways—likely ways that you wouldn’t like. Obviously lots of folks aren’t currently in a position to pay for these services. But if you are, maybe it’s worth it.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I believe it is, so </span><a href="https://chanslab.ires.ubc.ca/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">CHANS Lab</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> and </span><a href="https://www.cosphere.net/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">CoSphere</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> (a Community of Small-Planet Heroes) are proud to be on EarthNet.</span></p></span><br /><br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-65968352883169246072022-01-04T08:46:00.007-08:002023-11-17T15:59:01.036-08:00Why You Need a Theory of Change<br />
<span id="docs-internal-guid-79f88d82-7fff-8f66-5daf-c400ecd72295"><h3 style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: left;"><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Plus, What That Is, and How to Start Building One</span></h3><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><a href="https://chanslab.ires.ubc.ca/people/chan/" target="_blank">Kai Chan</a> </span></p><i style="background-color: white; font-family: Calibri; font-size: 15.4px;"><span style="font-family: arial; font-size: 14.6667px; white-space: pre-wrap;">This is part of a series, </span><span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;"><a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" style="color: #38761d; text-decoration-line: none;" target="_blank">How to Write a Winning Proposal—in 10 Hard Steps</a> </span></span></i></span><div><span><span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;"><i><br /></i></span></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">It’s become de rigueur among NGOs and foundations to have and expect a theory of change. It’s just as important for researchers and scholars in an environmental or sustainability context. But few of us make these theories explicit, which greatly limits our contributions to a better world.</span></p><h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;"><span style="color: #434343; font-family: Arial; font-size: 14pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Change—An Ultimate Purpose</span></h3><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Unlike academia in general, effecting change is a key purpose in sustainability science. The vast majority of our program’s prospective students have clearly gravitated toward research with the hope that it can contribute to a better world. Many of us realize that globally, we’re not on a great track, and we don’t know all that we need to know to get on that better track. Honestly, I don’t think I’d take on a student who wasn’t motivated to contribute to change.</span></p><h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;"><span style="color: #434343; font-family: Arial; font-size: 14pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhwePy9zFtffVkHECEsvt0bPNAdpHdOlp7EbV-ndM0SdZfIUQl9zfkfHibD-kyfcj9Q_OA-gWRbuVpmCDs1pL6_s_LeDXJtRcWRPYFBvHQt5cAXOKwcPLRGd4ia3Sk7MI6dskufrUSOhLrAZWzl_iFoLVaVSUMNLNKvHPBHCYv-YBHjtpP6WFUlDf9PEg=s1041" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1041" data-original-width="879" height="320" src="https://blogger.googleusercontent.com/img/a/AVvXsEhwePy9zFtffVkHECEsvt0bPNAdpHdOlp7EbV-ndM0SdZfIUQl9zfkfHibD-kyfcj9Q_OA-gWRbuVpmCDs1pL6_s_LeDXJtRcWRPYFBvHQt5cAXOKwcPLRGd4ia3Sk7MI6dskufrUSOhLrAZWzl_iFoLVaVSUMNLNKvHPBHCYv-YBHjtpP6WFUlDf9PEg=s320" width="270" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>Some people need to understand<br />how we theorize change to happen<br />before they can jump on board.</i></td></tr></tbody></table><br />Theory Matters</span></h3><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">But why do we need to <i>theorize</i> about<span id="docs-internal-guid-862429ac-7fff-bd72-6969-480025b6bab9"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline;"> the change our work might effect</span></span>? Isn’t it obvious that discovering more about how the environment functions, or how technology or policy might improve human outcomes, would seamlessly and linearly yield that better world we seek? (This is the ‘linear model’ of science and policy.)</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Ah, no. That’s rarely how the world works. In his book </span><a href="https://books.google.ca/books?id=WVLDn7J1erMC" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">The Honest Broker</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, Roger Pielke Jr. reviews the problems with this linear view of science contributing to policy. Related, Naomi Oreskes has revealed the messy histories of </span><a href="https://doi.org/10.1016/j.envsci.2004.06.002" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">science yielding policy change</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The truth is that we’re still learning a lot about how change happens, not just about environmental and social-ecological problems or technological ‘solutions’. Theory is central to how we learn about these problems and solutions, </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">why is it such an afterthought for how our research contributes to change</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">? </span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Presumably it’s because our thinking and our institutions are still structured around the linear model, even though we know it to be false.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">We can do better—by being explicit about our theories of change, and testing them.</span></p><h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;"><span style="color: #434343; font-family: Arial; font-size: 14pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">What </span><span style="color: #434343; font-family: Arial; font-size: 14pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">is </span><span style="color: #434343; font-family: Arial; font-size: 14pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">a Theory of Change?</span></h3><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">For many, it’s not even clear what a theory of change is. It sounds so simple, but we academics tend to overcomplicate things.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Take this definition, for instance, from an </span><a href="https://www.ecologyandsociety.org/vol24/iss3/art20/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">otherwise-helpful paper</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> about theories of change: “a process for individual and organizational learning that includes analysis of actions, outcomes, and consideration of the explicit and implicit assumptions about how actions and outcomes are interconnected”. This seems to conflate the theory of change itself with the process of articulating it.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Let’s make it simple. For me*, a theory of change is <i>how actions yield outcomes</i>. Precisely, it's </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">a set of explicit and implicit assumptions about how actions might yield outcomes</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span></p><h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;"><span style="color: #434343; font-family: Arial; font-size: 14pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjZCWznqrrc_9xUkJUz7J24wawxkWV18nKa9rGlHD8C_wfiuKZ8HwgeIdqrIPqjKU-9Bneek0ufbP6je_ui1pviJuLgD-kvpMd7YGxDoi_ck2KVtz6OOkcS2jhWZdU6U_8vo3FalOsLsa-zHsgvPP7K6Z76m6o4ad6k3AXJuMOTi-VlTnT2OKi7ZHkiRg=s1043" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="758" data-original-width="1043" height="233" src="https://blogger.googleusercontent.com/img/a/AVvXsEjZCWznqrrc_9xUkJUz7J24wawxkWV18nKa9rGlHD8C_wfiuKZ8HwgeIdqrIPqjKU-9Bneek0ufbP6je_ui1pviJuLgD-kvpMd7YGxDoi_ck2KVtz6OOkcS2jhWZdU6U_8vo3FalOsLsa-zHsgvPP7K6Z76m6o4ad6k3AXJuMOTi-VlTnT2OKi7ZHkiRg=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>Without a sensible theory of change, we may<br />find ourselves on a bridge to nowhere.</i></td></tr></tbody></table><br />Theories of Change in Research vs. Practice</span></h3><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Theories of change are already very popular among NGOs. </span><span style="font-family: Arial; font-size: 11pt; white-space: pre-wrap;">But they’re rarely tested and often full of important unspecified assumptions. </span><span style="font-family: Arial; font-size: 11pt; white-space: pre-wrap;">It’s not clear that such a static approach is helpful anywhere (more on this another time), but it seems entirely contradictory in a research context, where a key purpose is learning.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Thus, our task is to make as many of the important assumptions explicit, so we’re not caught unawares by what we didn’t know we didn’t know.</span></p><h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;"><span style="color: #434343; font-family: Arial; font-size: 14pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Examples and Stories</span></h3><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">My own career can be understood as a process of dabbling with different theories of change, as I vaulted from one field/literature to another.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I started in ecology and evolution, where effecting change wasn’t the prevailing purpose (so a theory of change didn’t really make sense). And it was obvious to me that there was a huge gulf between knowledge and practice.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">When I sought a more direct link, I tinkered with philosophical ethics while studying public policy. It struck me that the prevailing theory of change was, “</span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Deliberation, introspection, and reasoned argument will inspire norm change</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.”</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">But most people don’t derive their lifestyles and choices from <span id="docs-internal-guid-6f143529-7fff-56ca-16c0-d04a9faca033"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline;">deliberation and introspection</span></span> (Daniel Kahneman helped me see this, he being one of the faculty members leading this policy program at Princeton). So for my postdoc, I jumped to the field of ecosystem services to work with Gretchen Daily.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">In the budding field of ecosystem services</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">—where </span><a href="http://www.esajournals.org/doi/full/10.1890/080025" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">decision-making was central</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">—</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">academics were cozy with business folks, NGO leaders, and policymakers. The theory of change seemed (and seems) to be, “</span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Collaborative information-providing relationships with well-intentioned decision-makers will improve aggregate human well-being.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">”</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Thanks again to Daniel Kahneman—and </span><a href="https://www.google.ca/books/edition/Choices_Values_and_Frames/P5GsREMbUmAC" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">also Amos Tversky</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">—I already knew that this approach relied on the implicit <a href="https://doi.org/10.1016/j.ecolecon.2015.03.010" target="_blank">assumption that people act as rational agents</a>, and that decision-makers would be driven to improve public well-being. I needed to explore the limits of these assumptions (<span id="docs-internal-guid-09e91bee-7fff-f7d9-e73a-2d8084ddd2ec"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline;">as with models, an assumption can be false—not wholly true—and yet, still useful)</span></span>.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I worked with this theory of change for years—decades even</span><span style="font-family: Arial; font-size: 11pt; white-space: pre-wrap;">—with colleagues and students</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. I started with the </span><a href="https://naturalcapitalproject.stanford.edu/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Natural Capital Project</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, then worked separately on ecosystem services in </span><a href="http://dx.plos.org/10.1371/journal.pone.0024378" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">central BC</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, </span><a href="https://science.sciencemag.org/content/sci/368/6496/1243" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">coastal Vancouver Island</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, and </span><a href="http://dx.doi.org/10.1088/1748-9326/abc121" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Canada-wide</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. We had some notable successes, and we encountered roadblocks.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"></span></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEgEGWMfEbWTy2HHhEK_FGesGC9DLc3IROGxH0Okb0TKN-xUU8UkkB-voFxSCOlQx8kDDNm_Oy_BgjM0q4Cj3eQ-51AsRwceJzAG3DMy-OZIAA42awQDQGrV7dym18Eo2Rvd6BS3xUZPefQqva2qJop1gkGy2igh5HDOljkqolfVq48PJsk9VOkzJzU-Fw=s1500" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="845" data-original-width="1500" height="360" src="https://blogger.googleusercontent.com/img/a/AVvXsEgEGWMfEbWTy2HHhEK_FGesGC9DLc3IROGxH0Okb0TKN-xUU8UkkB-voFxSCOlQx8kDDNm_Oy_BgjM0q4Cj3eQ-51AsRwceJzAG3DMy-OZIAA42awQDQGrV7dym18Eo2Rvd6BS3xUZPefQqva2qJop1gkGy2igh5HDOljkqolfVq48PJsk9VOkzJzU-Fw=w640-h360" width="640" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i><a href="https://www.cosphere.net/single-post/my-path-to-cosphere" target="_blank">My experience on international science-policy stages</a> has convinced me of the limitations<br />of prevailing theories of change—especially for some kinds of change. UNESCO theatre,<br /></i><i> Paris, </i><i>for the IPBES Global Assessment—courtesy of Shizuka Hashimoto.</i></td></tr></tbody></table><br /><span id="docs-internal-guid-1bb489a5-7fff-eeaa-9163-ee34bdb782fe"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Through the </span><a href="https://doi.org/10.5281/zenodo.3553579" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">IPBES Global Assessment</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, I </span><a href="https://www.cosphere.net/single-post/my-path-to-cosphere" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">finally came to see</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> that while this theory of change could work for empowered folks and for changes that aligned with existing systems, it would not work for changes that threaten the structure of systems (transformative changes). Yet </span><a href="https://doi.org/10.1126/science.aax3100" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">these are the exact changes needed</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">, as we found in </span><a href="https://doi.org/10.5281/zenodo.3832099" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Chapter 5</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> (see also </span><a href="https://doi.org/10.1002/pan3.10124" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">here</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">).</span></p></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">So now I’ve thrown my lot in with another theory of change: </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">that people will transform systems when a critical mass of them </span><a href="https://www.cosphere.net/about" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">has four key components</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> (in short: hope; knowledge of the critical moves; infrastructure for action; and a supportive community). Providing those components is the work of </span><a href="https://www.cosphere.net/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">CoSphere</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">—our new coalition and community for transformative change to combat the climate-and-ecological crisis.</span></p><h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;"><span style="color: #434343; font-family: Arial; font-size: 14pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Close</span></h3><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">No matter what you do, it’s likely to take you years to sort through your ideas about effective routes to change. By being explicit about your theories and their supporting assumptions, and by reading and hearing about others’ efforts and experiences, we can speed that process up enormously. Or, at least, that’s my theory. ;)</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><b><i>Next:</i></b><i> <a href="https://chanslabviews.blogspot.com/2022/01/by-kai-chan-this-is-part-of-series-how.html" target="_blank">Identifying the Problem (Step 1.1): An Impactful Interdisciplinary Research Project Is One that Fulfills You</a></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i style="font-size: 14.6667px;"><b>Previous</b></i><i><b>:</b> <a href="https://chanslabviews.blogspot.com/2020/07/why-some-phd-courses-shouldnt-have.html" style="color: #38761d; text-decoration: none;" target="_blank">Why Some PhD Courses Shouldn't Have Grades</a></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span id="docs-internal-guid-321decb7-7fff-498a-bf0e-38f3af081ab1" style="background-color: white; font-family: Calibri; font-size: 15.4px; white-space: normal;"></span><span style="background-color: white; font-family: Calibri; font-size: 15.4px; white-space: normal;"></span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><i style="font-family: arial; font-size: 11pt; white-space: pre-wrap;">The <b>Intro</b> to this series: <a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" style="color: #38761d; text-decoration: none;" target="_blank">How to Write a Winning Proposal—in 10 Hard Steps</a></i></p><div><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div></span>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-53439128564860262312021-12-22T10:05:00.001-08:002021-12-22T10:05:30.918-08:00What is class participation? Learning (and teaching) integrity<i>It's central to sustainability. We can't lead a social-ecological transformation without integrity. But if we weren't raised that way, how do we learn it?</i><div><br /></div><div>by <a href="https://chanslab.ires.ubc.ca/people/chan" target="_blank">Kai Chan</a><br />
<br />Modern pedagogical (teaching) techniques centre around the <i>process</i> of learning, rather than the material. Thus the classroom experience is not substitutable with outside reading. The undergrad course I teach (ENVR 430, The Ecological Dimensions of Sustainability) therefore includes a grade for participation. But how to assess students' participation? And is there an opportunity for a deeper kind of learning?</div><div><br /></div><div>I used to assess participation based on contributions in class. Especially in a COVID-hybrid mode (with simultaneous Zoom and in-person), and with students having very different norms of and comfort with speaking aloud, it was time for a change.</div><div><br /></div><div>Now the core of participation is showing up and being present and engaged. (Active contributions can make up for an occasional absence.) But I didn't want to take attendance each day. I wanted to cultivate responsibility and integrity more deeply. So I told students that they would self-report their participation, and they were to cultivate honesty in each other by reporting this in groups. I then spot-checked twice, without warning.</div><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiFMOkpMzbN6eHRyaWlpOwwm50ipYBcqclhGTPJ1oB8e-q3_3bpu_fwTqhTVlWvJwsRM-iW0o7XSQCjrZyylEBkK_pQJODRayE_cZimKB9wAtaw8xCGA8sw0KQM_iw6bJBRr9pTopXW8hye4xgeQX0NAiFM3jNu2t-MLuZHjlmYeg-G5T2WZQkeZkK_Cg=s710" imageanchor="1" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="299" data-original-width="710" height="169" src="https://blogger.googleusercontent.com/img/a/AVvXsEiFMOkpMzbN6eHRyaWlpOwwm50ipYBcqclhGTPJ1oB8e-q3_3bpu_fwTqhTVlWvJwsRM-iW0o7XSQCjrZyylEBkK_pQJODRayE_cZimKB9wAtaw8xCGA8sw0KQM_iw6bJBRr9pTopXW8hye4xgeQX0NAiFM3jNu2t-MLuZHjlmYeg-G5T2WZQkeZkK_Cg=w400-h169" width="400" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>The participation self-report template for ENVR 430.</i></td></tr></tbody></table><br /><div>At the end of the course, I was dismayed but unsurprised to see a minority of students who had marked themselves present when my notes had them absent. Mistakes happen, so I didn't want to shame people. So I wrote notes like this, "I took attendance in Week 9, and you weren't on my list. Not assuming motive here, but the protocol here is a 1 mark penalty for a discrepancy."</div><div><br /></div><div>But my guts were still unsettled. The reported absences didn't add up to my own estimates (based on weekly rough-counts). The integrity gap made me queasy, physically. So I dug in deeper with the following email to the class.</div><div><span style="color: #666666;"><br /></span></div><div><span id="docs-internal-guid-3799cd07-7fff-56cb-682e-81e34005fa3a"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">Hi folks,</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">I hope you're all basking in the glow of a semester nicely wrapped, already enjoying your holidays. Just a few words about your participation self-reports.</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">I bet that the majority of you were honest in your reports. I know that there were a bunch of you who were there week in and week out. Excellent. A few others were not fully honest. For some, this was clear from the spot-checks. For others, I have my suspicions.</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">I had this interesting conversation with my brother-in-law last night about free will. He argued that we can't really have free will because—apart from subatomic stochasticity (randomness)—what each of us does is a function of chemical reactions that means it's effectively determined by your biology plus your experiences. His conclusion was that we basically can't fault people for their transgressions, because in a sense, people couldn't do differently.</span></span></p><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiWRObKP2uIzSDbUTVFtv-pM8DRuUdQ-b6IXRfmNe7GGYMwn516XVR8CnvPkmRVDYP0njINgpQEFeM0Jj_J-81qMvIG5-TL69Ynk_eJGVc8xzFFs4RwZkngyC7LP9qiDPy39u2VsEZBZsHEnGSAP7Xn869RMwz-lRakmuVXQVRdP6W4J2ApmAlSlK3spQ=s7047" imageanchor="1" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="2270" data-original-width="7047" height="181" src="https://blogger.googleusercontent.com/img/a/AVvXsEiWRObKP2uIzSDbUTVFtv-pM8DRuUdQ-b6IXRfmNe7GGYMwn516XVR8CnvPkmRVDYP0njINgpQEFeM0Jj_J-81qMvIG5-TL69Ynk_eJGVc8xzFFs4RwZkngyC7LP9qiDPy39u2VsEZBZsHEnGSAP7Xn869RMwz-lRakmuVXQVRdP6W4J2ApmAlSlK3spQ=w562-h181" width="562" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>Conspicuous decisions about honesty and integrity can be life-altering, like forks in the road,<br />or paths down a mountain ridge.</i></td></tr></tbody></table><br /></span><p></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">I don't agree wholly, and the full rebuttal would take too long. But point is, I've been in those situations where you can feel the knife edge sharpness of a decision like you face on a mountain ridge, that would take you one way or another. And which way you go determines what you encounter, and who you believe yourself to be. It can shape your whole life.</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">I do agree with my brother-in-law that we often can't blame people, because we don't know what led them to their choices. Absolutely. I'm not judging any of you. Many of you were raised very differently than me, for sure. So honesty has a different meaning to you. But here's a plug for integrity *going forward*.</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">I want to boost as many of you as I can, in your future careers. I would want to write letters of reference for those who really put effort into this course. But anyone who was dishonest in this exercise can't get a full vote of confidence from me. I just can't do it and be true to myself. In aiming for an extra percent or two, they lost a much bigger chance.</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">But they have a different kind of a chance. They have the chance to make this the moment where they learned that there is *nothing* more valuable than your integrity. When you have good people vouching that you're a good person, you wouldn't believe how far that can take you. Psychological research has shown that little dishonesties set up people to be dishonest in many future events. The same is true when people redefine themselves as being honest.</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">So for the few of you who were less than fully honest, make this the moment where you realized that integrity is key to the whole endeavour, and where you redefine yourself as someone who is honest with honest people. Exercise your free will, and show that your future is not simply determined by your past actions.</span></span><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEgA0xJU-d1d2GBhBJ2SZg1x1tVZarz0e00g7HS9vBZDW25kqGjla-o3tv_VplmLXYyIlY5yTB7qu1kvF9njBsxP_i-489Os5llQzC-I2tfDs0JR2rEYLcruz3RwKLvaz9B7NFi2C9a7i55in2XlmWC0SGYwucMUKe4Xjxl_fY3hRgZE-4pOfkuzHy457w=s3888" imageanchor="1" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="2592" data-original-width="3888" height="266" src="https://blogger.googleusercontent.com/img/a/AVvXsEgA0xJU-d1d2GBhBJ2SZg1x1tVZarz0e00g7HS9vBZDW25kqGjla-o3tv_VplmLXYyIlY5yTB7qu1kvF9njBsxP_i-489Os5llQzC-I2tfDs0JR2rEYLcruz3RwKLvaz9B7NFi2C9a7i55in2XlmWC0SGYwucMUKe4Xjxl_fY3hRgZE-4pOfkuzHy457w=w400-h266" width="400" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>I've made plenty of mistakes. But I pride myself on owning up to them.</i></td></tr></tbody></table></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">For those who were honest, thank you. You've already chosen one side of the mountain ridge. It's sunny on this side. ;)</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">I apologize for this last, unsolicited lecture. :) Every single one of you is poised to do great things (regardless of the choice just made)!</span></span></p><span style="color: #666666;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">Happy holidays,</span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">Kai</span></span></p><br /></div><div><br /></div><div>Three students wrote in earnest, having made honest mistakes (e.g., mixing up weeks 8 and 9 for a reported absence; having a stomach ache during break, when I did the spot check, but having evidence of their presence in the rest of class). I'd suspected a problem for all three, actually (as they all seemed engaged and earnest). They were dismayed at the thought that I would think of them as dishonest. I happily gave them credit for their presence. Mistakes happen!</div><div><br /></div>Was this whole exercise too heavy-handed? Probably! I'll likely figure out a better way when I'm older and wiser. In the meantime, I've got to be true to who I am.<div><br /><br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-64847614837789514972021-11-10T17:30:00.146-08:002021-11-10T18:10:43.445-08:00The joy of pairing academic and athletic exploration<p>By <a href="http://eyster.com" target="_blank">Harold Eyster</a>, with thanks to Julia Craig, Roxanna Delima, and Kai Chan for comments on an earlier draft </p><p> After spending four years running the streets in Cambridge and Boston, Massachusetts, Vancouver was a shock. <br /><br />The streets of Cambridge are laid out at odd angles and change names every few blocks. Getting from A to B never involves a straight line, and figuring out how to navigate the city took years of getting completely lost on a regular basis.</p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Map of the streets in Cambridge, MA showing how they are all at odd angles, and change direction often." height="197" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr><tr><td class="tr-caption" style="text-align: center;">The chaotic streets of Cambridge, MA. <span style="font-size: xx-small;">Source:
Cambridge Geographical Information Systems
https://www.cambridgema.gov/~/media/Files/GIS/allmapsandatlases/CambridgeBaseMap18x24.pdf
</span></td></tr></tbody></table><p>In contrast, Vancouver’s streets are laid out in a well-organized grid, complete with numbered avenues that always face East/West to make it easy to know where you are, what direction you’re facing, and how to get home. <br /></p><br /><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Map of Vancouver, BC streets showing how they are all in a neat grid" height="355" src="https://lh4.googleusercontent.com/i4DpGLwMuEfkVq7IvPWjAOdRgCqs5VdviL3q51jNjURbwZa28UbWSLFoReqX5SDj1BDDDeIVWinjLGOfLNATqPVO3eSKreCXkF_cLl-x4uGZWuVSfdNZbAQ3ViUYrJWyac_ZqJtq=w640-h355" style="margin-left: auto; margin-right: auto; margin-top: 0px;" width="640" /></td></tr><tr><td class="tr-caption" style="text-align: center;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre;">Source: Jens von Bergmann </span><a href="https://doodles.mountainmath.ca/blog/2018/06/04/vancouver-streets-and-lanes/" style="text-decoration: none;"><span style="-webkit-text-decoration-skip: none; background-color: transparent; color: #1155cc; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration-skip-ink: none; text-decoration: underline; vertical-align: baseline; white-space: pre;">https://doodles.mountainmath.ca/blog/2018/06/04/vancouver-streets-and-lanes/</span></a></p></td></tr></tbody></table><p></p><p>While some might appreciate the order of Vancouver’s streets, I found them boring and uninteresting. The order and regularity of the streets failed to pique my curiosity. I had enjoyed the challenge of navigating Boston’s streets. Indeed, of 100 global cities analyzed by Geoff Boeing, Vancouver showed the fourth-highest spatial orderliness. Meanwhile, Boston sits near the bottom of the list. <br /><br />I needed a new plan for motivating my running and exercise, which was essential to my well-being. I remembered how years ago, while living in Boston, I accompanied my friend Philip Kreycik on a run around Cambridge, Massachusetts. This wasn't just any run though—it was a run around the borders of the city, and his final run on his quest to run every road in Cambridge. During our run, Phillip explained how running every street had really brought the city alive for him and brought new understanding of how the city worked. </p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Strava screencapture showing a 19.4 mile run around the border of Cambridge, MA" height="186" src="https://lh4.googleusercontent.com/XwV4jk02VhZ6rcq0c1ViAySq52wu6zfxWAivVzKWNFFZOs9Ay6WoViaUic3DZnhMVUaxB0eB_s-KLPa-8XJ04lzV2Jwwnar4Cv94HNTWdcgd4e8loftu3ZN_rbQ47a4KC-kxw6Ry=w400-h186" style="margin-left: auto; margin-right: auto; margin-top: 0px;" width="400" /></td></tr><tr><td class="tr-caption" style="text-align: center;">Map of our perimeter run of Cambridge, MA<br /></td></tr></tbody></table><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre;"> </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"> Inspired by Philip, perhaps I could do the same in Vancouver? <br /><br />So I drew on my GIS experience and found some Vancouver street shapefiles, printed out a map of Vancouver's streets, and started my quest to run all of them. This new quest encouraged me to explore, and made each of my runs deliberate, producing new scenery, smells, and adventure—even if all the streets were on a grid. <br /><br />Each night, I would return to my apartment and use a highlighter to mark the new streets I’d run. <br /></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><br /></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Grayscale map of Vancouver, with streets highlighted in different colors" height="400" src="https://lh3.googleusercontent.com/pIsr2JELRJVt_MnKYvMHG-YZffG2ZsVE4DIoq6i6WRqc4ck_TmVmPaQziQl-388a8oib6dt68AgDDxhaDJQH6dNxUDJ2juxTUD-3-dxK6RdGl_dPi7WncMGuvZ1QPAjQk3nB6Lbx=w299-h400" style="margin-left: auto; margin-right: auto; margin-top: 0px;" width="299" /></td></tr><tr><td class="tr-caption" style="text-align: center;">Closeup of the highlighted map that hung on my bedroom wall<br /></td></tr></tbody></table><p>These runs revealed hidden treasures: ripe blackberries, blooming trees, a delicious apple tree, sightings of Black Oystercatchers, or unexpected parks and history.<br /><br />While I was filling in my map, I was in the midst of working on a review of theories about why people do what they do. Many of these theories posit the importance of psychological and cognitive needs. One such need that cropped up in many papers was the need for exploration. Though it goes by many names—promotion focus, pleasure promotion, mental mapping—researchers tend to agree on one thing, that it is important to people to explore, to become familiar with the unknown, to chart new territory and connect disjunct sets of knowledge.</p><p></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Big Leaf maple flowers, showing unfurling red and green leaves and pale yellow flowers" height="400" src="https://i.imgur.com/bwJaQh2.jpg" style="margin-left: auto; margin-right: auto;" width="275" /></td></tr><tr><td class="tr-caption" style="text-align: center;">Big Leaf Maple flowers are easy to miss, but worth a second look. <br /></td></tr></tbody></table><p>Why was I doing these runs? Satisfying this need for exploration seems to be part of the answer: the excitement of finding what surprises lay on the road ahead or around the next corner, and fitting this new piece of knowledge into my mental jigsaw puzzle of the city. It was fun to see my academic work beginning to explain what I had at first viewed as an entirely orthogonal pursuit. <br /><br />Just as my academic work was informing my runs, my runs often provided opportunities for academic breakthroughs. What would start out as a break (that I sometimes did not feel like I had time for), turned into an opportunity for deep thinking and reflection. Sometimes, taking a step back—or a sprint forward, as the case may be—was all I needed to bypass a cognitive bottleneck. <br /><br />Once, while running along Bailie street, I suddenly realized that I had parametrized a beta distribution entirely wrong. Another time, after spending a few hours struggling to write the conclusion for my dissertation, I went out for a run. My dissertation chapters were wide-ranging and interdisciplinary, and finding the higher level contribution that transcended all five chapters was proving difficult. But out on my run, it all suddenly became clear. As I ran, I started writing the conclusion in my head. When I got back to my apartment, all I had to do was transcribe it to my computer.<br /><br /><span style="font-family: inherit;">As 2021 approached, I had run most of the streets near my apartment. Those remaining were quite far away—getting to them was requiring longer and longer runs. As COVID-19 pandemic kept me away from my family’s usual New Year celebration, I decided to kick off 2021 by completing a longstanding personal goal—my first 100 miler. I started at 4pm, it started raining at 9pm, and by 12:00 AM, it was pouring—a quintessential Vancouver run. Though I was thousands of kilometers away from my family, I felt a sense of belonging as I jogged through these increasingly-familiar streets. Wet, cold, and tired, but home for the holidays. </span><br /></p><br /><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Map showing 100 mile route" height="169" src="https://lh3.googleusercontent.com/785kgDZ_0iCfD27OCRodzlo5XxQtCf6HKYOlPNTJEiLtjpHgnIZ1JTF3bIZW8ZYoBUiUp1-99xKnhyGhdcj-nqDwfnb_8kVUZSKlPFp3snBnWEo4AU34hS8kHEnNGdJgNARMQ5oR=w400-h169" style="margin-left: auto; margin-right: auto; margin-top: 0px;" width="400" /></td></tr><tr><td class="tr-caption" style="text-align: center;">The route of my New Year run<br /></td></tr></tbody></table><br /><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Image shows screen capture of Zoom meeting, showing a slide and a picture of Harold." height="181" src="https://lh4.googleusercontent.com/AcPK0QNvmT9fz7SWOFZ-iQaI65_MMUp6jqJS6DyNX8hNB3TdtpJK4-DLjq-KiMANdHGj_ePsvqe_v0ASq6VRVfLex5Oe8YeN7pEPHewR7W7EiZk9eTVyro2jTagv-xBM3J0ZyrNY=w400-h181" style="margin-left: auto; margin-right: auto; margin-top: 0px;" width="400" /></td></tr><tr><td class="tr-caption" style="text-align: center;">A slide from my Zoom dissertation defense. Photo credit: Sophia Winkler-Schor<br /></td></tr></tbody></table><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre;"> </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: inherit;"> On a warm July morning this past summer, I defended my dissertation. Directly afterward and still filled with elation, my housemate and fellow runner, Krishanu Sankar, and I dashed out the door and ran south to a road that I had missed in the previous years—the last that I had yet to run: Minto Crescent.</span></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="" height="352" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr><tr><td class="tr-caption" style="text-align: center;">Minto Crescent: my last road! <br /></td></tr></tbody></table><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: inherit;"> <br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: inherit;">Only 350 m in length, it marked the end of my quest. I had completed my goal of running all 1557 km of streets in Vancouver and defended my PhD on the same day. They had proven to be a complementary pair of goals. <br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: inherit;"> </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><br /></p><br /><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Map of Vancouver showing all the streets highlghted" height="262" src="https://lh6.googleusercontent.com/j1u90C_X8GCauHrYNRglif_B0briqy7qssBKqezb5lDrBJUlFqowU0KSc134KVFkLzhVIMdyJtTUiKQ7rE4uUqzQzzKYHfFBWptAa44ouO69kdDgyaSfavEF4jRz2lBxBb6vPWDC=w400-h262" style="margin-left: auto; margin-right: auto; margin-top: 0px;" width="400" /></td></tr><tr><td class="tr-caption" style="text-align: center;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre;">Map of Vancouver made by Roxanna Delima showing the streets I ran in Vancouver. </span></p></td></tr></tbody></table><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><br /></p><p><span style="font-family: inherit;"> Unfortunately, the completion of these milestones did not end as I expected. Just a week prior, the man who had inspired this whole endeavor back in Cambridge, Philip Kreycik, went missing in the Bay Area, while out for a run. Searchers would later find his body. I had been looking forward to writing to him and telling him how he had inspired me to run Vancouver's streets, and how thankful I was for this inspiration. His untimely passing made me realize that I should have reached out to him much earlier to celebrate the journey, instead of waiting until I’d finished. <br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre;"></span></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Ink drawing of a bird hanging upside down and looking at the viewer" height="400" src="https://i.imgur.com/CvjGwZ4.jpg" style="margin-left: auto; margin-right: auto;" width="346" /></td></tr><tr><td class="tr-caption" style="text-align: center;">Bushtits were frequent companions on my runs.</td><td class="tr-caption" style="text-align: center;"><br /></td><td class="tr-caption" style="text-align: center;"><br /></td><td class="tr-caption" style="text-align: center;"><br /></td></tr></tbody></table><span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre;"> </span><p></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: inherit;">As I reflect on my experience a few months later, I’m struck with how essential this running journey was to my PhD: it provided a perfect complement to the often-stressful graduate experience. I am thankful for the incredible encouragement I had throughout my PhD and while running all the streets in Vancouver. I have also come to appreciate the importance of cherishing whatever place I’m situated in, and learning to look past the gridded map to see the beauty of the individual trees, streets, and neighborhoods. </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre;"> </span></p><p></p><p><br /><br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</p>Harold Eysterhttp://www.blogger.com/profile/12437277666914577975noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-5733840219211752602021-06-18T14:22:00.008-07:002022-01-11T10:39:29.062-08:00Make COVID-19 Vaccination Mandatory at Universities?<div><i>By <a href="https://chanslab.ires.ubc.ca/people/chan/" target="_blank">Kai Chan</a> [Improved 2021.6.19]</i></div><div><br /></div>With COVID vaccine policy, Canadian governments and universities risk sleeping at the wheel, unfairly endangering vulnerable individuals in the name of a wrong-headed protection of personal freedoms. Governing effectively might—but doesn't necessarily—mean mandating vaccination.<div><br /></div><div>As we contemplate finally returning to in-person instruction, now is the time to make this right.<br /><br /><div>Governments have been reticent to mandate vaccinations. For example, <a href="https://www2.gov.bc.ca/assets/gov/education/post-secondary-education/institution-resources-administration/return-to-campus-primer.pdf" target="_blank">B.C.'s Return-to-Campus Primer</a> states that “The COVID-19 vaccine will not be mandatory.” A recent <a href="https://www.theglobeandmail.com/opinion/editorials/article-should-you-have-to-get-vaccinated-to-go-to-school-to-work-in-health/" target="_blank">editorial</a> in the Globe and Mail argues forcefully against this policy, pointing out that "there is no constitutional right to put other people’s health at risk."</div><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-OqTz3xlA9xA/YM0MK6zCUKI/AAAAAAACGPM/FMjWYqKWXtUB846KlieZ6FlayxQ9qpMEwCNcBGAsYHQ/s792/return-to-campus-primer.png" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="792" data-original-width="612" height="320" src="https://1.bp.blogspot.com/-OqTz3xlA9xA/YM0MK6zCUKI/AAAAAAACGPM/FMjWYqKWXtUB846KlieZ6FlayxQ9qpMEwCNcBGAsYHQ/s320/return-to-campus-primer.png" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>British Columbia's <a href="https://www2.gov.bc.ca/assets/gov/education/post-secondary-education/institution-resources-administration/return-to-campus-primer.pdf" target="_blank">"Return-to-Campus<br />Primer"</a>: "The COVID-19 vaccine will<br />not be mandatory"</i></td></tr></tbody></table><br /><div><br /></div><div>As a university professor, I've seen these dramas play out first hand. I've had students contract long-COVID, and almost fail out of my course. One student was in tears for an hour as we tried to work out a plan to complete the course.</div><div><br /></div><div>And that was not a case contracted <i>in class</i>. I teach a course where students are expected to attend class and to participate (last year was on Zoom). Their grades depend on it. Sure, <a href="https://www.cbc.ca/news/canada/british-columbia/covid-vaccine-hesitancy-dropping-poll-1.6064966" target="_blank">most students will probably get vaccinated</a>, but some will choose not to. Imagine three hypothetical students.</div><div><br /></div><div><i>A</i> is unable to get the vaccine, perhaps due to severe allergies to vaccine components or—worse—due to an autoimmune disease that also puts them at additional risk should they contract COVID. They are extremely careful about their own exposure and are deathly afraid to go to any indoor place where some people are unvaccinated (and not nearly as careful as they are).</div><div><br /></div><div><i>B </i>is able to get the vaccine, but lives with immunocompromised individuals (perhaps like A), who are understandably hyper-vigilant about any source of exposure to COVID. <i>B</i> understands that the vaccine provides a strong degree of protection against them getting severely sick with COVID, but they worry about the unquantified risk that they might pass COVID from classmates to others, perhaps even without getting symptoms.</div><div><br /></div><div><i><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left;"><tbody><tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-_1KEbaqoqIA/YM0MgF6fD5I/AAAAAAACGPU/v5P1KKBKjdMKzkbS-LvtuN5IdcOHszWCACNcBGAsYHQ/s792/aest_postsecgoforwardguidelines.png" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="792" data-original-width="612" height="320" src="https://1.bp.blogspot.com/-_1KEbaqoqIA/YM0MgF6fD5I/AAAAAAACGPU/v5P1KKBKjdMKzkbS-LvtuN5IdcOHszWCACNcBGAsYHQ/s320/aest_postsecgoforwardguidelines.png" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i><a href="https://www2.gov.bc.ca/assets/gov/education/post-secondary-education/institution-resources-administration/aest_postsecgoforwardguidelines.pdf" target="_blank">British Columbia's Guidelines</a> document<br />doesn't even mention "vaccine".</i></td></tr></tbody></table><br />C</i> is a healthy young adult. They're not afraid of COVID, and they won't get the vaccine. Perhaps they think (contrary to abundant and diverse forms of evidence) that <a href="https://www.theguardian.com/world/2021/may/13/how-conspiracy-theories-led-to-covid-vaccine-hesitancy-in-the-pacific" target="_blank">COVID is just a conspiracy</a>. Perhaps they have been told that they need to <a href="https://www.globalplayer.com/podcasts/episodes/7Drcpzz/" target="_blank">trust in God's will</a> to protect them, rather than vaccines. Because they are not afraid, they're not at all careful about limiting their own exposure.</div><div><br /></div><div>Is it fair that <i>C</i> should be able to subject <i>A</i> and <i>B</i> (and their families and friends) to the risk of COVID-19 in the classroom?</div><div><br /></div><div>I don't think so. And at first, I couldn't see how anyone could argue otherwise. (This was a classic case of <a href="http://dx.doi.org/10.1038/463296a" target="_blank">cultural cognition</a>, by which my views were inordinately shaped by those I was reading and hearing.) But there are worthy counter-arguments. </div><div><br /></div><div>The first is that it is unfair for a government to force an individual to do something that entails side-effects and risks. Vaccination does have risks. Some of the rare side-effects don't emerge until after a large-scale roll-out, like the <a href="https://www.npr.org/sections/health-shots/2021/06/17/1007447098/pfizer-covid-vaccine-teens-symptoms-myocarditis" target="_blank">current concerns</a> about rare heart inflammation associated with Pfizer in young people (fortunately most have recovered quickly, with no apparent deaths). So, on fairness, the arguments for mandatory vs. voluntary vaccination seems to depend on cultural context and political leaning.</div><div><br /></div><div>Second, there is very little vaccine hesitancy here, and early polls suggested that most people didn't favour mandatory vaccination (<a href="https://www.huffingtonpost.ca/entry/mandatory-covid-19-vaccine-canada_ca_5fc7eb7fc5b6933ec7dc09b1" target="_blank">only 39% of Canadians did in late 2020</a>; although with <a href="https://www.cbc.ca/news/canada/british-columbia/covid-vaccine-hesitancy-dropping-poll-1.6064966" target="_blank">vaccine-hesitancy shrinking</a>, views about mandatory vaccination may also be changing). In this context, it's important to consider (a) effective alternatives to mandatory policies; (b) back-fire effects, where anti-vax folks might double-down on their position and cheat (e.g., <a href="https://jme.bmj.com/content/47/2/78.abstract" target="_blank">Savulescu 2020</a>); and (c) blowback in the form of widespread resentment of mandating authorities (e.g., <a href="https://doi.org/10.1093/eurpub/ckz181" target="_blank">Meier et al. 2019</a>). Risks of back-fire and blow-back are substantial in some contexts (although fortunately, vaccine <a href="https://www.macleans.ca/politics/ottawa/canada-where-vaccine-acceptance-isnt-political/" target="_blank">polarization in Canada is not like the US</a>). </div><div><br /></div><div>So let's consider some alternatives to mandatory vaccination. One possibility is that individuals could be left to enforce a social contract by pressuring each other to get vaccinated (e.g., <a href="https://www.pnas.org/content/117/26/14890" target="_blank">Korn et al. 2020</a>). This might sound attractive. But this means governments leaving the burden of persuasion on the vulnerable and the proactive. To me, that sounds like governments reneging on their responsibility to govern.</div><div><br /></div><div>A second possibility is incentives, offering rewards for vaccination. There's a question of fairness here, though, with any incentive program that only targets new vaccination once most of the population is vaccinated. Why should the hold-outs get rewarded? This also risks encouraging people to wait until rewards are offered. If instead everyone gets a reward, it's costly. And by rewarding people for basic pro-social actions, we may <a href="http://www.sciencemag.org/content/320/5883/1605.abstract" target="_blank">undermine altruistic and civic motivations</a>.</div><div><br /></div><div>A third possibility is to <i>shift the default</i> (a form of '<a href="http://books.google.ca/books?id=dSJQn8egXvUC" target="_blank">nudge</a>'). Make it <i>expected</i> (not mandatory) for students to be vaccinated. Those who can't be vaccinated safely can supply a doctor's note, etc. Those who don't wish to be vaccinated can show up to provide their reasons for health officials. The decision can be automatic (e.g., without judgement about legitimacy). As long as we shift the burden of effort to those seeking <i>not</i> to be vaccinated, we reflect public priorities for herd immunity in the choice structure that individuals face.</div><div><br /></div><div>If people requesting exemption have to show up to a vaccine clinic, this solution might be even more elegant. Resistant folks would be surrounded by folks getting vaccinated, and they could change their mind at the last moment to receive a vaccine instead.</div><div><br /></div><div>For public policy, the choice isn't simply between mandatory vs. purely voluntary. There are other smart alternatives that might be both fair and effective (particularly switching the default).</div><div><br /></div><div>This is a message for every province, and for every university where provincial governments continue to sleep at the wheel.</div><div><br /></div><div>Don't mistake a purely voluntary approach for a good solution. It's just the easy one, not the right one.</div><div><div><br /></div><div><i>If you found value in or agree with this post, please share it widely. KC</i></div><div><i><br /></i></div><div><div><i>PS, Following the publication of this post, in August 2021, UBC introduced a kind of vaccination mandate just like that called for here, which required students, staff, and faculty members to undergo frequent rapid testing unless they were fully vaccinated. (I'm not claiming credit.) This policy appears to have contributed to the vast majority of the UBC community getting vaccinated, even though the enforcement of rapid testing protocols was very slow to follow.</i></div></div><div><br /></div><div>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div></div></div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com1tag:blogger.com,1999:blog-5010015445969299314.post-43452275453816678542021-06-11T17:26:00.006-07:002021-07-02T16:12:36.184-07:00Let’s Talk about Complex Chronic Illness and AcademiaBy Kai Chan<br />
<br /><span id="docs-internal-guid-6aa07601-7fff-213c-5316-2e5bd20c3f27"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Yesterday, a subset of my lab group (<10 people) had a gathering on the beach for the first time since COVID began. I wasn’t among them.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The normal way to interpret this is to assume that I don’t care that much about them, that I don’t really enjoy being around them.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Nothing could be further from the truth. I love these people. They’re brilliant, generous, creative, inspiring people that I’ve gone out of my way to surround myself with. I cherish the time I get to spend with them.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">So, why did I miss the gathering? </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Because my wife had a really bad week</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Sounds lame, doesn’t it? The words wither in my mouth as I spoke them, by way of a quick explanation for my absence.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This blog post is the longer explanation, the one I realized I had to give. It explains a whole bunch of events I’ve skipped, tasks I have begged off, deadlines I’ve missed.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Let’s try that sentence again:</span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> (because) the woman I love and the mother of my children is suffering. Chronically, and last week was especially bad.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> For years I made it worse by pushing her when she had nothing more to give. No more.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The suffering is hard to understand from the outside. And for those who suffer, the feeling of shame that folks just don’t get it—even close friends and family—just adds to the misery.</span></p><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-gHqtmqxwy6k/YMP-i8NNjUI/AAAAAAACGFQ/n6t1z9UeXgkkWuQARbyi_-nAjimU6iYvgCNcBGAsYHQ/s640/14967810163_c81ac6b529_z.jpeg" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="640" data-original-width="640" height="320" src="https://1.bp.blogspot.com/-gHqtmqxwy6k/YMP-i8NNjUI/AAAAAAACGFQ/n6t1z9UeXgkkWuQARbyi_-nAjimU6iYvgCNcBGAsYHQ/s320/14967810163_c81ac6b529_z.jpeg" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>chaya.goldberger, Flickr</i></td></tr></tbody></table><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span><p></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The family of conditions are called “complex chronic syndromes”. They include </span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">myeloencephalitis/</span><span style="font-family: Arial; font-size: 11pt; white-space: pre-wrap;">chronic fatigue syndrome, </span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">multiple chemical sensitivities (MCS), </span><span style="font-family: Arial; font-size: 11pt; white-space: pre-wrap;">fibromyalgia (sometimes called chronic pain syndrome). With permission, I’ll share that in my wife’s case it’s quite likely fibromyalgia, perhaps with systemic mold toxicity, explained partly by uncommon genetic predispositions. That’s the medical speak, the jargon.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">On a human level, this manifests in an unceasing world of fog, incapacity, and hurt. It’s a body reliving past traumas—physical and otherwise—in an endless self-reinforcing cycle. It’s somewhat like having a flu and </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">never</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> shaking it. You still feel off, listless, achy, painfully tired, and out-of-it mentally. People think the pain is the worst of it, but that’s not my wife’s experience. The mental fog is the worst, and the anxious buzz. The pain seems most troublesome because of how it undermines sleep, which seems absolutely crucial for coping and any chance of recovery.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">It’s so bad that many chronic sufferers can’t do most of what they used to do. My wife can’t work any longer. She can barely get up to function for appointments that start at 11:30am. One appointment is about all that she can manage in a day, they tax her so much. It’s hard to imagine recovering at that rate, given how many appointments seem necessary when so many things are off.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The biggest blow is almost certainly to one’s sense of self as a capable person. It’s one thing to be sick for a while, and get better. It’s another thing entirely to be so sick that you can’t do most anything, with no clear route to recovery. She </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">will </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">get better—I believe it firmly. But in the meantime, her incapacity gets in her head, dangerously.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">And </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">that</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> kind of danger I can’t take lightly.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">So life just isn’t the same—for me, either. I always shared child-rearing duties quite equally, and took pleasure in that. But whereas school drop-offs used to be shared, now that plus breakfasts are all mine. Ditto for cooking dinner (after my wife does dinner prep while I work), and bed-time routines—every night. I have 9-5pm on workdays for work; outside that, I’m primary parent >95% of the time.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Travelling used to be a big part of my job, but those days are long gone. When I travelled, I would work like a demon, cranking out 15+ hour days even while also juggling security checks, customs lines, and the rest. That was the only way I could keep up. I haven’t had a ten-plus-hour work day since March 5 2020, when I spent a solid seven hours on a whole-brain task and also cleared out hundreds of emails, including some complex ones. It’s crazy that I miss it.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I don’t need a pity party. My wife is the one who's suffering. (She just wants doctors to stop saying or suggesting that it's all in her head.) I have a few colleagues who are single-parenting, and what I’m going through is not close to that. My wife still does a lot, and she is there to balance out my heavy-handedness and all my other parenting foibles. Plus she’s there for me when I need her.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"></span></p><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left;"><tbody><tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-P_sRHBXT0EE/YMP-sj360NI/AAAAAAACGFU/aTXCunSQHE8efuFv1I_WpN26gCHkhmG0wCNcBGAsYHQ/s400/3526207925_461b98199f_w.jpeg" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="400" data-original-width="400" height="320" src="https://1.bp.blogspot.com/-P_sRHBXT0EE/YMP-sj360NI/AAAAAAACGFU/aTXCunSQHE8efuFv1I_WpN26gCHkhmG0wCNcBGAsYHQ/w320-h320/3526207925_461b98199f_w.jpeg" title="from Flickr" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>from Flickr</i></td></tr></tbody></table><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br />I used to think that meant that I could travel, and she’d rally. And she did. Before I understood her condition—before either of us did—I thought this was OK. I’d have a work trip on the horizon. As my departure approached, she would grow increasingly anxious about coping without me. Inevitably, she would lash out, and I’d get defensive at the perceived guilt trip. We’d argue for days. When I would return, she’d be sapped, but she would have made it.</span><p></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">“What doesn’t kill you makes you stronger,” they say. I don’t think </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">they</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> suffered from a complex chronic illness.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">These trials certainly didn’t seem to be making my wife stronger. The knowledge that she had made it through before was no comfort next time around. If anything, the anxiety was worse.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I’m done making it all worse. I don’t want to see how far she can be pushed. I want to make space for her to get better.</span></p><div><span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">—</span></span></div><div><span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;"><br /></span></span></div><div><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i>This post deepens my understanding of achieving balance in academia, which I reflected on in the following three posts from 2015:</i></span></div><div><span style="font-family: Arial; font-size: 14.6667px; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i><a href="https://chanslabviews.blogspot.com/2015/08/an-idealist-at-40-after-10-years-still.html" target="_blank">An idealist at 40, still a prof after 10 years. Why?</a></i></span></div><div><span style="font-family: Arial; font-size: 14.6667px; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i><a href="https://chanslabviews.blogspot.com/2015/08/the-3-things-i-didnt-know-id-love-about.html" target="_blank">The 3 things I didn’t know I’d love about being a prof</a></i></span></div><div><span style="font-family: Arial; font-size: 14.6667px; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i><a href="https://chanslabviews.blogspot.com/2015/08/changes-for-next-40-years-balanced.html" target="_blank">Changes for the Next 40 Years: Balanced Academics? Is that even possible?</a></i></span></div><div><span style="font-family: Arial; font-size: 14.6667px; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div></span>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com1tag:blogger.com,1999:blog-5010015445969299314.post-36729730659312360602021-05-19T16:13:00.004-07:002021-07-02T16:10:19.291-07:00It’s a bird, it’s a plane -- it’s a bat! <p class="MsoNormal" style="text-align: left; text-indent: 0.5in;"><br /></p><p class="MsoNormal" style="text-align: left; text-indent: 0.5in;"><i>By Julia Craig, Masters student</i></p><p class="MsoNormal" style="text-indent: 0.5in;"></p><div class="separator" style="clear: both; text-align: center;"><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://lh3.googleusercontent.com/-vZCi2DnG5pc/YKWZ5cvabsI/AAAAAAAAEWE/bXSCyo5K_QolnfnsCPSzFKrrNk5y_yheACLcBGAsYHQ/bat.png" style="margin-left: auto; margin-right: auto;"><img alt="" data-original-height="1267" data-original-width="2048" height="396" src="https://lh3.googleusercontent.com/-vZCi2DnG5pc/YKWZ5cvabsI/AAAAAAAAEWE/bXSCyo5K_QolnfnsCPSzFKrrNk5y_yheACLcBGAsYHQ/w640-h396/bat.png" width="640" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;">View over Lost Lagoon, Stanley Park</td></tr></tbody></table><div class="separator" style="clear: both; text-align: left;"><span style="text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: left;"><span style="text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: left;"><span style="text-indent: 0.5in;">Not every master’s thesis makes you
feel like a comic book hero. Yet as I strap on my helmet and vest and emerge
from my basement apartment, I feel like Batman suiting up and zooming out of
the bat cave. Admittedly, there are some differences. Unlike Bruce Wayne, I
lack a tragic back story. Oh, and I have to get by on a graduate student’s
budget, rather than a billionaire’s. Ultimately however, we share the key
qualities that </span><i style="text-indent: 0.5in;">make</i><span style="text-indent: 0.5in;"> a comic book hero: we both have cool gadgets, a
sweet ride, and a self-mandated mission to protect the </span><s style="text-indent: 0.5in;">citizens</s><span style="text-indent: 0.5in;"> bats of </span><s style="text-indent: 0.5in;">Gotham
City</s><span style="text-indent: 0.5in;"> Vancouver. </span></div></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">My stealthy mode of transportation
is an eco-friendly batmobike. It features several high-tech gadgets including
an ultrasonic acoustic detector and microphone on a pole (a lot cooler than it
looks) and several low-tech solutions like audio dampening devices (which
others might call “pieces of cardboard that block noise from my brakes”). The
appearance is as striking as the batmobile--but for entirely different reasons.
I often get odd looks from passersby. Maybe they’re also expecting a tinfoil
helmet? But here function is more important than form: the batmobike lets me
eavesdrop on bats.</span></div><p class="MsoNormal" style="text-indent: 0.5in;"><o:p></o:p></p><p class="MsoNormal" style="text-align: left; text-indent: 0.5in;"><br /></p><p class="MsoNormal" style="text-indent: 0.5in;"></p><div class="separator" style="clear: both; text-align: center;"><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://lh3.googleusercontent.com/-w96mXHJe0GU/YKWa2wkDb3I/AAAAAAAAEWg/-UhKohc7aR4sCN0ZiHSbq_8hEvFGhsK0QCLcBGAsYHQ/Blogtif1.png" style="margin-left: auto; margin-right: auto;"><img alt="" data-original-height="1267" data-original-width="2048" height="396" src="https://lh3.googleusercontent.com/-w96mXHJe0GU/YKWa2wkDb3I/AAAAAAAAEWg/-UhKohc7aR4sCN0ZiHSbq_8hEvFGhsK0QCLcBGAsYHQ/w640-h396/Blogtif1.png" width="640" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;">Diagram of the Batmobike, drawn by Julia Craig</td></tr></tbody></table><div style="text-align: left;"><br /></div><span style="text-align: left; text-indent: 0.5in;"><div style="text-align: left;"><br /></div></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">Like all biology students, I yearn
to peek into the lives of animals. In this case, bats. I can’t actually translate
bat conversations (yet), but I can tell which bats are present.</span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">There </span><i style="text-align: left; text-indent: 0.5in;">are</i><span style="text-align: left; text-indent: 0.5in;"> actually bats in
Vancouver— as many as 8 different species, according to a preliminary study.
Year after year, they return from a winter-long hibernation to their favourite
summer roosts around the city; in tree hollows, abandoned buildings, attics and
bat boxes. </span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">In fact, they’ve been here for
generations. Much like humans, bats have long enjoyed living in river valleys,
wetlands, and deltas, where there’s fresh water and warm nights. They become so
attached to their summer residences that they have found ways to remain even as
cities were built up around them. Indeed, they don’t have many other options in
BC as much of their ideal habitat is regularly logged or developed for agriculture
and industry. This loss of habitat is a primary threat for the many bats at
risk in BC.</span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">Protecting these species involves
learning how to coexist with them—even in cities. First, we need to know what
animals </span><i style="text-align: left; text-indent: 0.5in;">like</i><span style="text-align: left; text-indent: 0.5in;"> about our cities to begin with. </span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">Although bats share our city and
live amongst us, we know surprising little about them. Birds advertise
themselves in plain sight. Bats, on the other hand, hide during the day. And
when they emerge at night, they call at a frequency that people can’t hear. How
they use the city is a mystery—for now.</span></div><p class="MsoNormal" style="text-indent: 0.5in;"><o:p></o:p></p><p class="MsoNormal" style="text-indent: 0.5in;"></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://lh3.googleusercontent.com/-KBzkGLvN170/YKWaECZMs1I/AAAAAAAAEWI/4CvtLyuCCGozBnNZa0DHfdma6NrAa9JxACLcBGAsYHQ/Blogtif2.png" style="margin-left: auto; margin-right: auto;"><img alt="" data-original-height="1267" data-original-width="2048" height="397" src="https://lh3.googleusercontent.com/-KBzkGLvN170/YKWaECZMs1I/AAAAAAAAEWI/4CvtLyuCCGozBnNZa0DHfdma6NrAa9JxACLcBGAsYHQ/w640-h397/Blogtif2.png" width="640" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;">Bats can be distinguished from birds at twilight by their agile and unpredictable flight patterns</td></tr></tbody></table><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">Cue the batmobike. Using an
ultrasonic detector and riding around the city at night, I hope to catch
glimpse into where bats are. From other studies that monitored bat activity, I
have some idea of where bats may like to hang out. For example, they often
prefer one-stop destinations like ponds where they can easily grab dinner and a
drink.</span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">Vancouver, however, is one of the
greenest cities in the world, with parks of all sizes, surrounded by a bay and
a river, with greenways and trails that run through or by them all. Will bats
use these varied landscape features for foraging or as connections to other
parts of the city? Or will they stay only in the most “natural” areas? Are there differences
between bat species: do they form cliques, with all the artsy little browns
hanging out by the river or sporty California myotis foraging by the beach?</span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">These kinds of studies (called “mobile
transects”) are often done with cars, but I have chosen to use a bike as it is
better suited to the city. With a bike, I can transverse the city on its many
greenways, roll through parks on gravel paths, and ride through forests on dirt
trails, or by ponds on golf courses. In theory, I will get a pretty complete picture
of where bats are in the city. Perhaps batmobikes will become more common
practice in the future, with enough velophile grad students!</span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;"><br /></span></div><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left; text-indent: 0.5in;">Stay tuned to discover with me the
secret lives of bats! </span></div><p class="MsoNormal" style="text-indent: 0.5in;"><o:p></o:p></p><div style="text-align: left;"><br /></div><div style="text-align: left;"><br /></div><div style="text-align: left;"><br /></div>
<div style="text-align: left;"><a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a></div><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/"><div style="text-align: left;"><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.</div></span><div style="text-align: left;">Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div>Julia Craighttp://www.blogger.com/profile/09514030164715867226noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-45083433916111920272021-01-28T08:31:00.001-08:002021-07-02T16:12:45.246-07:00Should I stay, or should I go? Mental health, retention, and crossroads (Part 1 of 2)<span id="docs-internal-guid-77987fb1-7fff-5b25-81fd-43f8e3ed12e6"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i>By <a href="https://jofitzgibbons.wordpress.com/">Jo Fitzgibbons</a>, PhD Student</i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I almost quit my PhD last week.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">It’s probably the thousandth time I’ve considered leaving my PhD. I’ve been insecure in the decision to pursue doctoral studies since even before applying. Frankly, I will think about it a thousand more times before I finish - or don’t. And although most people don’t talk openly about this inner conflict </span><a href="https://www.sciencemag.org/careers/2019/06/it-s-ok-quit-your-phd" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">until they actually pull the plug</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> I know from conversations with my peers that I am not the only one toiling about this decision, right now. </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">How did I get to this point, I wonder? I have enjoyed many privileges in life that have allowed me to succeed academically, and have been incredibly fortunate to have supportive supervisors and professors over the years who pushed me to be the best scholar I can be. In many ways, an academic career seems like a natural fit - it’s something I’m good at and have been well-supported to do. But academic achievement isn’t a measure of wellbeing, and like many graduate students, I struggle with chronic mental health problems. </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I was already burnt out by the time I started my Master’s, and again, still, when I started my PhD. I’ve become physically ill from stress. Most of the time, I feel that I am driving on flat tires: I doubt that my research makes a difference, yet, the world chugs on around me, seemingly getting progressively more dismal, hateful, and barren with every moment that I spend working toward my degree. Personal family challenges have me constantly looking over my shoulder at the East Coast, wondering if I am in the right place, and if it is time to go home. Now, in 2021, we have been dealing with COVID-19 related lockdowns and social restrictions for nearly a full year. Grad school is already a solitary endeavor, but the pandemic has made it feel brutally lonely. </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="border: none; display: inline-block; height: 264px; overflow: hidden; width: 602px;"><img height="338.40581365578925" src="https://lh6.googleusercontent.com/lYyuEiUGmI1fmj0nldMYty7GgPgm8GOhSRsB04cltyHgv_MEtl0XVgA6cT5TXZ56kDGmbLru3MK6icKC0u2LHy2H1li_KPFA8Y1cQRyK582UU-3RcvxFFDT6q-soMfPHXLxTRH2z" style="margin-left: 0px; margin-top: -16.5075px;" width="602" /></span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Image source: Melinda Aley, “grad school memes with relatable themes” Facebook group</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">On the other hand, the limited experiences I have had in practice have felt gratifying. I’m a license-eligible urban planner, and I’ve done internships with governments and worked as a project manager in nonprofits. In these roles, my deliverables (and the uplifting fanfare over their completion) were only ever, at most, about six months out from the current date (instead of… </span><a href="https://www.universityaffairs.ca/opinion/margin-notes/phd-completion-rates-and-times-to-completion-in-canada/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">how many years, again?</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">)</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">. I could see the impact of my work on real people in real communities, even if the magnitude of it was smaller than the global sustainability issues I explore in my research. Being paid a professional wage for my labour also, obviously, sounds more appealing than watching 60% of my academic “income” get whittled away on the cost of housing and food alone (that's even after splitting the cost of living with another person, and with more generous funding than many students get). And every year that I spend on my PhD is a year that I am not building the essential applied experience needed to get professional accreditation in my field. </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">In other words, I feel like there are lots of “push” factors nudging me to leave, and a few “pull” factors urging me to stay. It’s hard to self-help myself out of this rut because sometimes it feels like nobody understands, even though I know, statistically, that most grad students have gone through this. That’s because all the well-intentioned op-eds, self-help apps or online self-guided mental health tools address only one problem at a time, or only talk about factors from one part of my life (school). Sure, impostor syndrome is something that I and </span><a href="https://www.apa.org/gradpsych/2013/11/fraud" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">many grad students experience</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> but it is not the only thing keeping me up at night.</span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;"> </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">My life is an ecosystem, full of moving parts and interconnected pieces. Salmon and I have that in common - there is no “smoking gun” causing us to decline, but rather, it is a matter of </span><a href="https://chanslabviews.blogspot.com/2020/12/great-news-for-coho-salmon-perhaps.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">cumulative impacts from several stressors</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">My situation is not unique - many students struggle with this, and </span><a href="https://chanslabviews.blogspot.com/2015/03/harder-than-rocket-science-fumbling.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">it has been written about on the CHANS Lab Blog before, in 2015</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> We have learned a few things about graduate mental health and its relationship to retention since then, and with Bell Let’s Talk Day upon us, it felt appropriate to re-ignite the conversation.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span><a href="https://nationalpost.com/news/canada/bell-lets-talk-is-more-about-marketing-than-mental-health-researcher-says" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Let’s Talk Day</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> takes place on January 28th each year, and is the company’s charitable effort to reduce stigma and normalize conversations about mental health. <i>(Note: I share a healthy cynicism with others about this campaign - see <a href="https://www.thestar.com/opinion/contributors/2019/01/30/how-bells-lets-talk-campaign-harms-people-it-aims-to-help.html">here</a> and <a href="https://nationalpost.com/news/canada/bell-lets-talk-is-more-about-marketing-than-mental-health-researcher-says">here</a> - but ultimately still value the space it provides to speak openly about mental health.)</i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The journal “Nature” published results of an international </span><a href="https://www.nature.com/articles/d41586-019-03459-7" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">multi-language survey in 2019 about mental health and life satisfaction of graduate students</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> While 38% of students indicated that they were “very satisfied” with their decision to pursue a PhD, the (rounded) remaining 63%, a majority of respondents, sat somewhere between “somewhat satisfied” and “very dissatisfied”. </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Furthermore, 36% of respondents indicated that they had “sought help for anxiety and depression caused by their PhD studies”. The study does not report on how many respondents dealt with these issues, but did not "seek help".</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> The findings echo <a href="https://pubmed.ncbi.nlm.nih.gov/30211576/">similar research conducted by the World Health Organization</a> examining clinical signs of mental disorder among students. </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Concerningly, only 26% of the</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> students that sought help “said they got real assistance at their institutions”. Worse still is that many students (18%) do not feel supported when they do seek help, and 10% indicated that no help was available for them at their institution.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The magnitude of these responses indicates that this is not an individual problem - it’s a pervasive, systemic one. A large majority (76%) of survey respondents indicated that they work more than 41 hours per week, and most attribute this to the culture of their university. Combine these excessive working hours with “publish or perish” pressure,</span><a href="https://www.frontiersin.org/articles/10.3389/fpsyg.2020.575024/full" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;"> rampant impostor syndrome</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> a lack of suitable mental health supports, an oversaturated job market where a doctoral degree </span><a href="https://medium.economist.com/why-doing-a-phd-is-often-a-waste-of-time-349206f9addb" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">may even reduce your earnings</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> and people constantly asking you when you’re going to join the “real world”... are we really surprised that so many PhD students do not see their program through to completion?</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="border: none; display: inline-block; height: 216px; overflow: hidden; width: 512px;"><img height="216" src="https://lh3.googleusercontent.com/8b1QW_Ne48YeZIptRA1UDshOB1wjl5PfGBpL3xD24eAx9_UH2E9KmmMqrEiTspghTR58KUurdnU1z3069wZE0Jx4-z2eCB-Lvkgueaz31BeuMv1zKlVpjCX6kyFxI73AhH8l7bj8" style="margin-left: 0px; margin-top: 0px;" width="512" /></span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Image source: www.phdcomics.com</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Last week, it all came to a head for me. I sat staring at my puffy red face on Zoom, occasionally muting myself to blow my nose, and trying to explain through a tight throat and a broken voice to my supervisor, Kai, why I could not do this anymore. And Kai, bless him, spent our whole monthly meeting trying to understand, telling me he believed in me, offering help, and nudging me to see the forest for the trees. He was kind, and his arguments were reasonable: planning practice offers more instant gratification and feedback for my efforts, but as a scientist, I could achieve a wider sphere of influence, make more of a difference on the issues that really matter to me outside of the planning profession. It’s not that I don’t care about making a difference, I had to explain, but those are tall ambitions for someone with flat tires. There are days when I can hardly even drag myself out of bed, much less think about changing the world. </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This was not his first rodeo, obviously: he has talked students down from the ledge before. I had a chance to hear from one of those students during our departmental coffee social, and have known a few other people in my life who made the difficult decision to leave their PhD. The truth is that most of these people (the ones I know, anyway) have felt satisfied with their decision whether they stayed, or whether they left… after it’s over, of course, and it’s all hindsight, it is easier to be happy with what you’ve done. In the words of the late, great Douglas Adams in “The Long Dark Tea-Time of the Soul” (the title of which is a remarkably good description of how I’m feeling right now): “</span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I may not have gone where I intended to go, but I think I have ended up where I needed to be</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">.”</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">For today, at least, I have backed down from the proverbial ledge. It can feel taboo to talk about “dropping out”, but in stigmatizing this conversation, we’re leaving students stranded and confused, worsening stress, and squeezing them out. Your mental health should not be the price you pay for a PhD. So, let’s talk.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">In Part 2 of this blog post, we’ll hear from some of those people about how they made it through (or didn’t) and what life has been like on the “other side”. In the meantime, let’s acknowledge the truth about systemic mental health problems in academia, and support each other openly, and navigate the weeds together instead of alone.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;"><br /></p><div><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div></span><div><a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/"><br /></span><div><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div></div>Jo Fitzgibbonshttp://www.blogger.com/profile/09067042664959007397noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-31000005039175402952020-12-04T11:36:00.001-08:002021-07-02T16:11:07.796-07:00Great news for coho salmon! Perhaps....<br />
An <a href="https://science.sciencemag.org/content/early/2020/12/02/science.abd6951" target="_blank">article</a> in <i>Science</i> magazine describes the new discovery that a little-known chemical used as a tire-preservative may be killing large numbers of coho salmon near roadways (due to the runoff of tire dust). This is being hailed as a tremendous success for salmon, the final chapter in a long search for the 'smoking gun' of coho salmon declines in the Pacific Northwest.<div><br /></div><div>But the allure of the 'smoking gun' idea illustrates a deeper problem of our collective desire for simple answers from reductionist science. At our peril, we continue to forget that <i>all ecological problems have to be viewed as potentially having multiple causes operating at multiple spatial and temporal scales.</i></div><div><br /></div><div><div>The LA Times <a href="https://enewspaper.latimes.com/infinity/article_share.aspx?guid=954ff7db-40e7-4930-a4b3-9d4c4bb05605" target="_blank">article</a> is framed in such a way as to suggest that we should expect this level of precision in identifying a single primary source of mortality, and that this is needed before substantial action is taken. Other salmon species—and many other species—are likely declining not primarily due to this one chemical, but rather to the interacting effects of several known stressors (including climate change, other pollutants, diseases, habitat loss including dams and stream simplification), all of which can be managed. And if we wait until we’ve got a smoking gun, we will fail to address the true problem, which is multi-causal.</div><div><a href="https://enewspaper.latimes.com/infinity/article_share.aspx?guid=954ff7db-40e7-4930-a4b3-9d4c4bb05605" target="_blank"><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-qVuPFGDfTfM/X8qM5txrkSI/AAAAAAACA4w/jntLh31xqwoFfsH7mJvh-0z0Va36uYxDgCNcBGAsYHQ/s1075/Marmorek.heic" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1075" data-original-width="803" height="640" src="https://1.bp.blogspot.com/-qVuPFGDfTfM/X8qM5txrkSI/AAAAAAACA4w/jntLh31xqwoFfsH7mJvh-0z0Va36uYxDgCNcBGAsYHQ/w478-h640/Marmorek.heic" width="478" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>For Fraser River sockeye salmon, the problem is clearly multi-causal,<br />likely spanning the whole salmon life cycle. Does that mean we should<br />give up? No. Image from Marmorek et al., 2011.</i></td></tr></tbody></table><br /></a>E.g., quoting Peter Moyle from the LA Times <a href="https://enewspaper.latimes.com/infinity/article_share.aspx?guid=954ff7db-40e7-4930-a4b3-9d4c4bb05605" target="_blank">article</a>: “The challenge when you talk about declines of really sensitive fish like coho salmon, is that there are so many things that are affecting them simultaneously, it’s hard to pinpoint one”. <i>It is hard, but sometimes or perhaps often it’s impossible, because it’s not a single smoking gun that’s the problem.</i></div><div> </div><div>Joe Dillon: “Now that they’ve gotten it nailed down to one compound — that’s amazing. It’s also really helpful that something could be done about it”. <i>Something can be done about all the known major stressors.</i></div><div> </div><div>Matt St. John: “When you find a causal link like this that is controllable, we need to take this type of information seriously.” <i>Yes, but we also need to take seriously the science that suggests that for most species, their downward decline is a cumulative function of several stressors, each of which may have mostly sublethal effects alone.</i></div><div> </div><div>Even coho salmon, good news requires that government and industry <i>act</i> on this science and on other stressors that are also undermining coho survival and reproduction. In the past, such action has been stymied or delayed by pointing to each of the other stressors as suggestion that costly action won't even necessarily fix the problem. Let's not let such obfuscation interfere again.</div><div><br /></div><div>More broadly, we have to recognize the limitations of this obsession with tidy reductionist science, and acknowledge the necessity of complex-adaptive-system science for most problems of the Anthropocene.</div><div><br /></div><div><b>References</b></div><div><p class="p1" style="font-size: 13px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px 0px 0px 36px; text-indent: -36px;">Marmorek, D., D. Pickard, A. Hall, K. Bryan, L. Martell, C. Alexander, K. Wieckowski, L. Greig and C. Schwarz (2011). Fraser River sockeye salmon: data synthesis and cumulative impacts. <i>Cohen Commission Tech. Rep.</i> Vancouver, B.C., ESSA Technologies Ltd<b>: </b>273.<span class="Apple-converted-space"> </span></p></div><div> </div>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-3702368323990118412020-11-04T15:55:00.001-08:002021-07-02T16:13:23.953-07:00When Appreciation of Truth Hangs in the Balance, We All Have Work To Do—Regardless of Which Way it Falls<span id="docs-internal-guid-93c28634-7fff-5e40-a9f6-06d17acfbce1"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Let This Be a Wake-Up Call</span></p><br /><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">By </span><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;"><a href="https://chanslab.ires.ubc.ca/people/chan/" style="text-decoration-line: none;">Kai Chan</a></span></span><div><span id="docs-internal-guid-03f9191f-7fff-a385-be9b-6a5c42193186"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The appreciation of truth, order, and government for the people (not just supporters) hangs in the balance as the US election remains too close to call. No matter what happens, we should all feel an urgency like never before, as we witness a once-great democratic nation crumbling.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">What was potentially excusable once, four years ago, as a one-time lapse in judgement, is not excusable now. Back in November 2016, people speculated that maybe Trump wouldn’t be so brash, loose with the truth, and incendiary as President. Others argued that if it got really bad, voters would send him packing in four years.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">He was every bit <a href="https://www.theglobeandmail.com/opinion/article-the-election-shows-america-is-a-broken-country/" target="_blank">as bad as we could have imagined</a>. And now it’s clear that nearly 50% of Americans prefer the lies and misleading half-truths spewed from a badly written Twitter stream to reputable and reliable journalism. The same almost-50% of Americans love a leader who ‘sounds like us’ (to paraphrase numerous supporters), even if he flagrantly abuses his power for personal and political gain. And they trust a President on <a href="https://www.ipcc.ch/" target="_blank">climate change</a>, although he is woefully lacking in scientific understanding and at odds with the vast majority of the scientific community, all while climate-enhanced disasters burn and flood their way through US neighbourhoods and homes.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"></span></p><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; margin-left: 1em; text-align: right;"><tbody><tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-9dq-PUaqUEw/X6M-QtbBYNI/AAAAAAAB_94/PF2k7a533AANEPPwVnY_4U8pgJR7J5L7gCNcBGAsYHQ/s2048/Interacting%2BCrises2.png" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1838" data-original-width="2048" src="https://1.bp.blogspot.com/-9dq-PUaqUEw/X6M-QtbBYNI/AAAAAAAB_94/PF2k7a533AANEPPwVnY_4U8pgJR7J5L7gCNcBGAsYHQ/s320/Interacting%2BCrises2.png" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>The alternative-reality crisis exacerbates<br />the climate, ecological and inequality crises.<br />None would be so bad, if it weren't for the others.</i></td></tr></tbody></table><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Regardless of the election result, this is a nation that needs <a href="https://ipbes.net/global-assessment" target="_blank">transformative change</a>, <a href="https://theconversation.com/after-covid-19-nations-can-tackle-environmental-crises-by-shifting-priorities-to-sustainable-development-142605" target="_blank">now</a>. But it’s one that’s dangerously close to sinking into a trap of social-media-fuelled echo chambers of lies and conspiracy theories, that sees enemies in anyone seeking true unity for the nation.</span><p></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Four years ago, I wrote to my graduate and undergraduate students to help them process <a href="https://chanslabviews.blogspot.com/2016/11/after-flood-science-society-and-coping.html" target="_blank">what a post-truth world means for those whose entire purpose is seeking truth</a>. It’s deja vu now.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Except that it’s worse. Progressives threw everything they thought they had at achieving a different result. Even if they barely succeeded, they have also failed. The division is so great now, the distrust so deep, the truth so apparently elusive, that a marginal win is nowhere near good enough.</span></p><div><span><br /></span></div><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">This is not about left vs. right. If a Republican politician with integrity were elected on an honest platform that was fiscally and socially conservative, I would have no beef. As the </span><a href="https://lincolnproject.us/" style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;" target="_blank">Lincoln Project</a><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;"> demonstrates, the problem with Trump isn’t his Republican affiliation, but rather the threat he poses to cherished and crucial American institutions needed for a functioning democracy.</span></span></div><div><span><span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;"><br /></span></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">We need scientists more than ever—including social scientists, of course. They (we) seek the truth for a living. We don’t own the truth, but we have honed the best system available for pursuing it. We can certainly identify lies.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">With <a href="https://doi.org/10.1126/science.aax3100" target="_blank">a million species at risk of extinction</a>, a global climate <a href="https://doi.org/10.1038/nclimate2570" target="_blank">on the precipice of dangerous tipping points</a>, and pervasive systematic racism and injustice, the truth is essential. And there’s no time to spare.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><br /></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This crisis of alternative realities is so much worse than the US problems of science integrity of 2004, when a group of us at Stanford wrote in </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Nature</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> that “<a href="http://www.nature.com/nature/journal/v428/n6980/full/428255a.html" target="_blank">If a government abuses science to justify its policies, scientists have a duty to speak out</a>”.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">And yet action cannot take the form of scientists simply spouting the truth. As if that will convince anyone new. No, effective science engagement—like effective policy—must recognize that people are <a href="http://www.sciencedirect.com/science/article/pii/S0921800915000956" target="_blank">not rational agents</a>—that people process ‘facts’ together in ways that <a href="http://dx.doi.org/10.1038/463296a" target="_blank">consolidate group membership around shared values</a>, even if it’s wrong. Better to be wrong with your friends, than right and alone?</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">To succeed, we </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">all</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> need to address this reality crisis.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">We need to <a href="https://chanslabviews.blogspot.com/2020/11/watch-social-dilemmaand-talk-about-it.html" target="_blank">puncture the thought-bubbles on social-media</a> that <a href="https://www.thesocialdilemma.com/" target="_blank">breed ignorance, incivility, and polarization</a>.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">We need to address the systemic inequities that have led so many Americans (especially in the rust belt) to feel angry at being left behind.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">And we need to reach out and talk about real issues, even—no, especially—with those who might disagree.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This is hard. And uncomfortable. But necessary.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Those who think this kind of polarization couldn’t happen in Canada or elsewhere are thinking wishfully. Yes, Canada have some distinct advantages over the US. But just last year, in the last Canadian federal election, we had western alienation and memes of #Wexit (a western-province exit from the nation).</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">As the intersecting global climate, biodiversity, and inequality crises come to a head, it’s hard not to imagine that a functional society depends on addressing this growing fissure now—in every nation.</span></p></span><br />
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-53497880199165040322020-11-04T12:36:00.002-08:002021-07-02T16:13:56.798-07:00Watch "The Social Dilemma"—and Talk about It<i>by <a href="https://chanslab.ires.ubc.ca/people/chan/" target="_blank">Kai Chan</a>, from a Facebook post from September</i><br />
<div><br /></div><div>I just watched The Social Dilemma (on Netflix), and I strongly recommend it to EVERYONE. Anyone who has a social media account, is concerned about political polarization and fake news, and/or has kids, grandkids, or other children in their lives.</div><div><br /></div><div>This is not a conspiracy theory. There's no allegation that this technology was invented for manipulation (beyond profit making, which is normal). And there's no suggestion that social media is all bad. It's got tremendous upsides, many noted in the film.</div><div><br /></div><div>The movie offers something much more. It offers a chance to reflect on what's dangerous about social media, and why. Also, what's not so dangerous. It's informed by the perspectives of a dozen prominent social-media execs (Facebook, Pinterest, Twitter, etc.) who have come to worry about the virtual realities they have created.</div><div><br /></div><div>The solution is not to delete all social media accounts. At this stage, we need these media to organize towards a solution. I think the answer is to take a series of very achievable steps to regain control over our time, our children, and a sane society where we can talk to and relate to our neighbours across political divides.</div><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right;"><tbody><tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-N4aB9Cqtd4s/X6MQKpYDhRI/AAAAAAAB_9o/ql9nefzzyp8z3dv5VNoWPPTvygqHVPlbQCNcBGAsYHQ/s363/Social_dilemma_xlg.jpg" imageanchor="1" style="clear: right; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="363" data-original-width="245" height="320" src="https://1.bp.blogspot.com/-N4aB9Cqtd4s/X6MQKpYDhRI/AAAAAAAB_9o/ql9nefzzyp8z3dv5VNoWPPTvygqHVPlbQCNcBGAsYHQ/s320/Social_dilemma_xlg.jpg" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>The Social Dilemma</i>, on Netflix<br />(promotional poster)</td></tr></tbody></table><div><br /></div><div>MY PLEDGE: I will ...</div><div><b>1. First use a reputable fact-checking centrist news source</b> (where we can all share the experience of a single reality—e.g., <a href="https://www.cbc.ca/" target="_blank">CBC</a>, <a href="https://www.theglobeandmail.com/" target="_blank">Globe and Mail</a>), not social media for news (where we can get lost in echo chambers, oblivious to others' perspectives).</div><div><b>2. Turn off notifications</b>—except for direct communication with close friends and family.</div><div><b>3. Fact-check, critically evaluate, and seek to understand the other perspective.</b></div><div><b>4. Keep my whole family off devices</b> at least 30 minutes before bedtime (no devices in the bedroom).</div><div><b>5. Keep my children off social media</b> until they are at least 16, when they have a solid sense of self-worth and an understanding of genuine friendship and superficial social media 'likes'.</div><div><br /></div><div>Does this make sense for you? If not, what might you do?</div><div><br /></div><div>I do this all out of respect for others—because I know that those who have different views are not stupid (although social-media thought bubbles don't help me understand how they aren't).</div><div><br /></div><div>I do it out of concern for the value of my time—because I know that algorithms can feed me content that will keep me online longer than I would otherwise choose (to the benefit of massive social media platforms and consumerism generally).</div><div><br /></div><div>And I do it out of love for my family—because I know that children are vulnerable to feelings of loneliness, otherness, FOMO (fear of missing out), superficiality, peer-pressure, harassment and bullying (because they are still forming their identities and their senses of self-worth).</div><div><br /></div>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com1tag:blogger.com,1999:blog-5010015445969299314.post-56980042845184508552020-11-02T07:42:00.000-08:002021-07-02T16:14:32.889-07:00What Grief Taught Me about Conflicts of Interest<br />By Kai Chan<div><br /><div>
Two and a half weeks ago, I heard the devastating news that my former student <a href="https://chanslabviews.blogspot.com/2020/10/remembering-adrian-semmelink.html" target="_blank">Adrian Semmelink had died in his sleep</a> over Thanksgiving weekend. Connected in unexpected ways, I had just renewed my conflict-of-interest declaration at UBC.<div><table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; margin-left: 1em; text-align: right;"><tbody><tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-j9xRKwzwbzE/X6Am4iBBSNI/AAAAAAAB_5g/42CuMNCyKBAs31GYx73dDEiY0J680GoDgCNcBGAsYHQ/s805/Adrian%2BSemmelink%2B2015-07-29.jpg" imageanchor="1" style="clear: left; margin-bottom: 1em; margin-left: auto; margin-right: auto;"><img border="0" data-original-height="604" data-original-width="805" height="300" src="https://1.bp.blogspot.com/-j9xRKwzwbzE/X6Am4iBBSNI/AAAAAAAB_5g/42CuMNCyKBAs31GYx73dDEiY0J680GoDgCNcBGAsYHQ/w401-h300/Adrian%2BSemmelink%2B2015-07-29.jpg" width="401" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><i>Adrian Semmelink, a great student, person, <br />... and friend</i></td></tr></tbody></table><br />Here's how it went. Renewing my declaration, I found to my chagrin that I had made a statement that I really couldn't stand by. In response to the question about close personal relationships at the workplace, including students, I had written that I seek to be friendly with all my students, but I didn't consider them to be close personal relationships according to their examples (partner, child, close personal friend).</div><div><br /></div><div>Except that the bit about "according to their examples" was only implicit. Even then it didn't sit right. I can't help but feel close to my students, and like they're not just my mentees but also friends (defined as sharing a mutual bond of affection). I certainly feel affection for my students. I can hope they feel the same for me.</div><div><br /></div><div>I remember struggling with this passage the previous year. I remember not knowing what to do. Did the friendships I had with my students constitute close personal ones?</div><div><br /></div><div><div class="separator" style="clear: both; text-align: center;"><a href="https://1.bp.blogspot.com/-M6-bsscPe50/X6AoIKvMnsI/AAAAAAAB_5s/MNE503LBSJsz_ceJeL0492hgqIrAqyBUQCNcBGAsYHQ/s1006/COI%2Bdeclaration.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" data-original-height="455" data-original-width="1006" src="https://1.bp.blogspot.com/-M6-bsscPe50/X6AoIKvMnsI/AAAAAAAB_5s/MNE503LBSJsz_ceJeL0492hgqIrAqyBUQCNcBGAsYHQ/s320/COI%2Bdeclaration.png" width="320" /></a></div><br />What are the tests of this? Sometimes I share details about my life that go beyond work, including ones that I might otherwise keep guarded. That seems to indicate a closeness, of a personal nature.</div><div><br /></div><div>I changed the text to indicate simply that I am friends with all my students, and I can't help but become close.</div><div><br /></div><div>Turns out another test of 'close personal' is hearing that someone died. (What a lousy test.) That feeling of my heart dropping out of my chest, the rage against the universe, the overwhelming sadness about the truncation of life and its relationships, the lost moments of confusion—including right in the middle of class—when memories of Adrian came flooding to front of mind. "Friendship, but not close or personal"?</div><div><br /></div><div>And how could we not become close? How could we go to the lengths that we go to as supervisors to make our students lives better, to advance their goals, and their visions for themselves and the world—how could we do that without becoming invested in them? That is, in an affectionate rather than instrumental way?</div><div><br /></div><div>I remember having senior colleagues tell me on several occasions many years ago that our students are not our friends, and that it's crucial to keep a distance. The logic seemed indisputable at the time: we are occasionally put in positions of having to make students do things they don't want to do; occasionally we even have to fail them.</div><div><br /></div><div>But the logic falls down. Neither of those tasks precludes friendships. At least not for me. I've pulled rank on students a couple of times, and told them that a task was not negotiable. And although I've never had to fail one of my grad students, I've certainly had to indicate that failure was on the horizon, conditional on big changes. (That student left my mentorship).</div><div><br /></div><div>All of those experiences felt like crap—they all invoked a strong cognitive dissonance because friends don't act like that to friends. But we deal with cognitive dissonance all the time. In this case, it's straightforward although not simple: we have layered relationships. Sometimes I've got to put the friend hat down and wear the supervisor hat exclusively.</div><div><br /></div><div>So I disagree with those senior colleagues. I will continue to be friends with my students. Acknowledging, of course, that it might be a whole lot harder for my students to let down their guard with me (knowing that <i>I</i> may have to pull rank on <i>them</i>) than for me to let down my guard with them.</div><div><br /></div><div>So yes, I do have conflicts of interest involving my students—all of them. Grief has clarified what I should already have known: I'm emotionally invested. I can't imagine it being any other way.</div><div><span style="caret-color: rgb(255, 255, 255); color: white; font-family: -apple-system; font-size: 13.44px; text-size-adjust: auto;"><br /></span></div><div><span style="caret-color: rgb(255, 255, 255); color: white; font-family: -apple-system; font-size: 13.44px; text-size-adjust: auto;">I a. person with whom one has a bond of mutual affection</span><div>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div></div></div></div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-58376545545333757032020-10-29T15:30:00.002-07:002021-07-02T16:15:01.361-07:00Remembering Adrian Semmelink<div><br /></div><div><i>Kai's post on the "Remembering Adrian Semmelink" Facebook Group:</i></div><div><br /></div><div>I've been fumbling around trying to function since hearing this tragic news, so apologies if this is barely coherent.</div><div><br /></div><div>Dear Semmelink family and friends, my deepest condolences for your unimaginable loss. Although it's unimaginable, it's not for lack of sharing—my wife and daughters, CHANS Lab, Terre Satterfield and the rest of the IRES community are feeling it more than you can probably imagine. But we too cannot imagine the loss.</div><div><br /></div><div>We can recall his limitless generosity, as Alida did. We can bathe ourselves in the memory of his chuckle and his hearty laugh. We can call to mind his sheepish grin, his kind eyes, his hybrid South African accent. But I think none of us can imagine how much darker a place the world is without Adrian Semmelink.</div><div><br /></div><div>From the first time Adrian poked tentatively into my office to ask if he could join my lab, I knew he was perfect for us. And he was—in so many ways. His brilliance, his rigour, his passion for sustainability, his interdisciplinarity, as Alida and Alejandra noted above. But Adrian also brought depth, and love, and comfort.</div><div><br /></div><div><div class="separator" style="clear: both; text-align: center;"><a href="https://1.bp.blogspot.com/-KsYBzc8wrzM/X5tCTYcerGI/AAAAAAAB_2U/hU5bFHxOSloH1LSjG51IE_QA02boeqjUwCNcBGAsYHQ/s1280/DSC02683.jpg" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="935" data-original-width="1280" height="469" src="https://1.bp.blogspot.com/-KsYBzc8wrzM/X5tCTYcerGI/AAAAAAAB_2U/hU5bFHxOSloH1LSjG51IE_QA02boeqjUwCNcBGAsYHQ/w640-h469/DSC02683.jpg" width="640" /></a></div><br />In the emails that went around when we first heard, one thread was remarkable: Adrian made all our days and lives better. When Adrian came into my office many other times as my student (first an undergrad, then a Master's student), I immediately relaxed a little. And by the time he left, I was a lighter and better person. He bathed us all in the warm sunshine of his soul.</div><div><br /></div><div>When Emily Anderson first let me know by email, I first saw "Urgent—Adrian Semmelink". My heart braced, as I wondered what had happened, and how I could help. With the notion of 'urgent', I thought he needed something, and I was instantly ready to do anything for him. I was *not* ready to mourn him.</div><div><br /></div><div>We loved and cherished Adrian in my lab and at IRES. We miss him and we will miss him, deeply and sorely.</div><div><br /></div><div>At IRES, we will be honouring Adrian with an endowed award in his memory, for the best thesis in sustainable agriculture. I've already heard from dozens of people that they wish to contribute. We'll need over $10,000 to make it happen, but I promise we'll hit that target. Let me know if you'd like to join us.</div>
<div><br /></div><i>PS, Here's the official UBC text for contributions: To honour Adrian Semmelink and in recognition of his dedication to sustainable agriculture practices, family and friends will be establishing an award in his name. The award will support students pursuing their Master’s or PhD in UBC’s Resources, Environment and Sustainability (RES) program with preference given to those whose studies focus on sustainable agriculture. Our goal is to establish either an annual award or an endowed award. The minimum amount to establish an annual award is $10,000 to be distributed in increments over 5-10 years. We will be able to endow Adrian’s award in perpetuity if we reach $50,000. The final use of funds will be determined by IRES in consultation with Adrian’s family.</i><div><i><a href="http://support.ubc.ca/adrian-semmelink">http://support.ubc.ca/adrian-semmelink</a></i></div><div><br /></div><div>Next up: <a href="https://chanslabviews.blogspot.com/2020/11/what-grief-taught-me-about-conflicts-of.html" target="_blank">What Grief Taught Me about Conflicts of Interest</a></div><div><br /></div>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-34869014031913757602020-09-12T12:15:00.004-07:002021-07-02T16:15:39.648-07:00Ecosystem Services Research: Is it up to the challenge?<div class="separator"><div style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img height="263" src="https://peoplenatureblog.files.wordpress.com/2020/09/fig1.png" width="400" /></div></div><div><a href="https://relationalthinkingblog.com/2020/09/10/ecosystem-services-research-is-it-up-to-the-challenge/" target="_blank">Re-blogged</a> from <a href="https://relationalthinkingblog.com/" target="_blank">RELATIONAL THINKING</a>, <i>The People and Nature Blog</i></div>
Kai Chan and Terre Satterfield<div><p style="-webkit-font-smoothing: antialiased; background-color: #f1f1f1; border: 0px; box-sizing: border-box; color: #111111; font-family: Lato, sans-serif; font-size: 17px; line-height: 28.9px; margin: 0px 0px 1.5em; padding: 0px;"><em style="-webkit-font-smoothing: antialiased; border: 0px; box-sizing: border-box; font-family: inherit; line-height: 1; margin: 0px; padding: 0px;">In this post <a href="https://chanslab.ires.ubc.ca/people/chan/" style="-webkit-font-smoothing: antialiased; border-bottom: 1px solid rgba(0, 0, 0, 0.2); box-sizing: border-box; color: #507675; outline: none; text-decoration-line: none; transition: all 0.1s ease-in-out 0s;">Kai Chan</a> and <a href="http://ires.ubc.ca/person/terre-satterfield/" style="-webkit-font-smoothing: antialiased; border-bottom: 1px solid rgba(0, 0, 0, 0.2); box-sizing: border-box; color: #507675; outline: none; text-decoration-line: none; transition: all 0.1s ease-in-out 0s;">Terre Satterfield</a> discuss the evolution of ecosystem services research and what it next has in store. Read more in their new research in People and Nature ‘<a href="https://besjournals.onlinelibrary.wiley.com/doi/full/10.1002/pan3.10137" style="-webkit-font-smoothing: antialiased; border-bottom: 1px solid rgba(0, 0, 0, 0.2); box-sizing: border-box; color: #507675; outline: none; text-decoration-line: none; transition: all 0.1s ease-in-out 0s;">The maturation of ecosystem services: Social and policy research expands, but whither biophysically informed valuation?</a>‘</em></p><p style="-webkit-font-smoothing: antialiased; background-color: #f1f1f1; border: 0px; box-sizing: border-box; color: #111111; font-family: Lato, sans-serif; font-size: 17px; line-height: 28.9px; margin: 0px 0px 1.5em; padding: 0px;">Over the span of three decades, ecosystem services research has gone from a twinkle in an eye to a dominant way of viewing human-nature relationships and the many constituent ecological and social benefits and consequences that might follow. That twinkle is today a prominent international science-policy platform (<a href="https://ipbes.net/" style="-webkit-font-smoothing: antialiased; border-bottom: 1px solid rgba(0, 0, 0, 0.2); box-sizing: border-box; color: #507675; outline: none; text-decoration-line: none; transition: all 0.1s ease-in-out 0s;">IPBES</a>) with increasing conduits for ecosystem services research into decision-making at all scales in many nations. But <em style="-webkit-font-smoothing: antialiased; border: 0px; box-sizing: border-box; font-family: inherit; line-height: 1; margin: 0px; padding: 0px;">is there a broad base of appropriate research to support just and effective decision-making?</em> And has the field really benefited from central ideas across the natural and social sciences? ... (read more <a href="https://relationalthinkingblog.com/2020/09/10/ecosystem-services-research-is-it-up-to-the-challenge/" target="_blank">here</a>)</p>
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-51101847370981878182020-09-09T11:54:00.005-07:002020-09-21T07:19:29.704-07:00Structural classism in Canadian public research funding<span id="docs-internal-guid-5f3ed691-7fff-3b8b-f934-607794eb1835"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;">By: Maayan Kreitzman</span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;"><br /></span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;">It’s once again scholarship-application season, when we get plied with emails from the Canadian government about funding competitions for graduate school. And, while I’m no longer eligible for graduate student scholarships and am thus freed of feeling bad about failing to get them, I can however, still feel bad. That’s because these awards, and by extension the Canadian public research funding system as a whole, are pretty damn terrible. This blog post will explain why.</span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;">Like many others in academia, our lab group and department have been jolted into a conversation about the racist systems of oppression alive in our departments and institutions of late. The Black Lives Matter movement has made it impossible to look away from some of the most egregious and violent examples of racism and oppression in our society, but it has also turned the lens inward to the seemingly progressive spaces where we conduct our scholarship. Due to the initiative of our students society (and a few professors as well), and students within our lab group, we’ve been having more conversations about this topic lately - through monthly lab meetings about anti-racism, through establishing a departmental anti-racism working group, and through the recent proposal for funding from the President’s office for a staff person to analyse racism and inclusion in our department (more on this in a future post). These are welcome developments that have allowed for franker and more challenging discussions to take place about recruitment, retention, and resource allocation than I have previously experienced during my six years here. And, though I and many others have been <a href="https://twitter.com/Maayanster/status/890698143574007808">critical</a> of Canada’s approach to funding research for years, these recent conversations throw an even brighter and less flattering light on the advent of scholarship application season. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;">The Canadian public system for funding research follows similar logic from bottom to top: Money = prestige and excellence. Large bundles of money = large bundles of prestige and excellence. The funding system is characterized by programs with huge and illogical jumps in funding levels between one tier and the next or between programs, from graduate scholarships which are stratified into three tiers (21k/yr, 35k/yr, and 50k/yr) to research chairmanships which are stratified into several tiers within various programs (100k/yr and 200k/yr for “regular” Canada Research Chairs, 350k/yr and 1 million/yr for “Canada 150 Research Chairs” and up to 1.4 million for “Canada Excellence Research Chairs”). For example, the 2017 announcement of 117.6 million dollars for a new Canada 150 Research Chair program promised to spend five to ten million dollars each on a handful of foreign imports. Again, a “normal” tier 1 Canada Research Chair is worth 200k/year, even though these are themselves extremely prestigious and competitive. The same goes for the Vanier scholarships for PhD students, which are $29 k/year more than a “normal” PhD scholarship. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;">What is the logic of these massive differences in funding levels? Certainly, few people would dispute that differences in experience, career stage, and impact of contributions justify differences in compensation. And that different research programs have different funding needs for technical reasons. But how large should these differences be, and at what point do they amplify rather than reflect differences? Some will say that brilliant people really are worth more than others, and in order to compete for smart people with other sectors and other countries, funding must be competitive, lest they go elsewhere. Moreover, once you’ve found these rare and brilliant individuals, the more money you throw at them, the more brilliant results you will get. But, is there any evidence to support this theory? As far as graduate students in our department go, people that are allowed to apply for the highest level of funding (Vanier scholarships) through the department have already committed to a supervisor and a program. They aren’t shopping around anymore by the time they apply. This suggests that while the extra money is certainly nice, it is not actually functioning to attract bright students - something else is. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Calibri;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The victims of the research chair and graduate funding programs are not the same. In the case of the highest tier of the Canada Research Chairs program (the “Canada excellence research chairs” - a moniker I can’t seem to type without scare quotes and an eyeroll), the worst outcome is a waste of public money for proportionally small productivity gains as millions are committed to one individual’s salary and research program. In the case of the graduate student program, the issue is not so much money wasted on the highest levels of scholarships (which actually embody a decent living wage), but the fact that the “normal” tier of support results in actual poverty: 21,000 dollar/year PhD stipends, and 17500 per year for MSc students, a truly impossible amount to live on (and even less than recipients of CERB can expect to receive in a year as emergency living income). Take, for example, a student living in Vancouver or Toronto, who might expect to pay $800 for a bedroom in a house with four or more other students as roommates. In Canada, you're considered to live in "housing poverty" if you spend more than 30% of your income on rent. So at $9,600 per year spent on rent, both the PhD and Master's students are in *acute* housing poverty, spending 50% or more of their total income on rent, even with multiple roommates. (And let’s remember, these are the rates paid to students who are competitive enough to win NSCERC/SSHRC scholarships. For those that don’t make the cut, or for international students who don’t qualify, UBC’s baseline PhD funding is </span><span style="background-color: white; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">$18,000/year, and there is NO guaranteed funding for Master's students).</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> So though their outcomes are different, the steep jumps between levels for both student scholarships and research chairs send a similar message: good people are scarce commodities, and the best people are worth two to 20 times as much as their colleagues. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;">On top of this stratification, is the fact that government awards are likely to be given to people that already have plenty of experience and awards. This is the literal policy of NSERC granting committees for both graduate scholarships and chairs - if you or your institution have received NSERC funding in the past, you’re more qualified to receive more in the future. This stacking means that the people most likely to receive the added prestige and money are the ones that already have plenty of experience and social capital. Thus, they can stockpile awards and prizes, while others with less experience who might actually benefit more from funding and recognition are not considered competitive. This leads to a calcified “rich get richer'' dynamic which disadvantages people that come from weaker socioeconomic backgrounds or smaller institutions, with all the ramifications thereof on the diversity of people producing research. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Calibri;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The top-heavy hierarchy of funding coupled with the stacking functions of who gets these awards not only fails from an equity perspective, it also fails to actually analyse the optimal distribution of funds from the perspective of outcomes and public benefit. Is the added productivity of giving someone who already has structural advantages extra money more than the added productivity of someone who does not have as good a CV or as much experience getting that money? What about the efficiency of giving large bundles to high-profile research groups (i.e., Canada </span><a href="https://www.canada150.chairs-chaires.gc.ca/home-accueil-eng.aspx" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">150 Chairs</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">) vs spreading it in smaller bundles (i.e., the NSERC </span><a href="https://www.nserc-crsng.gc.ca/professors-professeurs/grants-subs/dgigp-psigp_eng.asp" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">discovery grant</span></a><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">)? How do these dynamics differ for research funding versus salary funding? What thresholds are reasonable for baseline funding and what are the optimal intervals for signalling meritocratic achievement at various career stages? Should graduate students and junior researchers be treated as actual workers, or as apprentices who get some temporary hard knocks, and are rewarded for it later? These questions, while subjective in part, could actually be answered through analysis of program dollars, dropout rates, research outcomes, and other available data in various fields and at various career stages - analysis which I do not think Canada’s funding agencies have done. They could also be answered without much technocratic analysis simply through an articulation of culture and values that the Canadian public system holds and wishes to promote - for example the values that nobody should live below the poverty line, that talent should be nurtured and retained rather than just attracted externally, and that success and prestige are not signalled chiefly through huge jumps in funding. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Calibri;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Clearly, these are not the values our system currently promotes. Its excessively bundled and hierarchical programs perpetuate a situation where money and prestige are one and the same, wasting money in some cases and depriving individuals and research groups of the modest funding they need to thrive in others. </span><span style="background-color: white; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Spending so much on individual researchers that have the extraordinary good luck/ monomania of thriving in the current system in the hopes that Canada nabs one before they win a Nobel prize sends the message that some people need to be exorbitantly bribed to be here while others who choose to stay in the first place must compete over scraps. This value logic perversely wastes money on importing or “competing” with other sectors for talent rather than actually growing, stewarding and retaining talented people that truly want to call Canada home.</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Calibri;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">A competing theory for how to have good research is that there is no lack of brilliance coming in the door, but there is a lack of stewardship and retention of that talent. There are people who, because they aren’t automatons, become exhausted and disillusioned with the competitive economy of prestige in academia and leave. It is customary to regard these dropouts as failures that perhaps wouldn’t have come to much anyway. But what if they are academia’s most valuable wasted resource? Perhaps altogether even more valuable than all the brains that have drained away to other countries (or chose to remain there) for their higher compensation packages? Even in IRES, a program that has a lot to be proud of in terms of student and faculty diversity, recent discussions in the Anti-Racism Working Group have shed light on the fact that we often experience attrition among First Nations students. </span><span style="background-color: white; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Furthermore, while IRES has strong representation in terms of international scholars, we have a comparatively poor track record for attracting and retaining the people who are most dispossessed and marginalized here in Canada: Indigenous and Black North American students. </span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Surely this is not due to any racial or cultural propensity toward failure - rather, it means that there is something about our program, our institution, and/or our funding structures (to say nothing of our society at large) that is not enabling everyone to thrive equally. Perhaps some of these people, as well as many non-marginalized folks, would be happy and productive with a livable wage, a modest amount of research funding that was more spread around and some balance in life. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;">Canadian public funding should envision and enact a culture of dignity for all (including international students that do not come with wealth), frugality for those who have been over-funded in the past, and recognition for outstanding contributions that is not as closely linked to massive differences in funding. If signalling prestige is important to differentiate people and attract talent, why not do so with much smaller bonuses in funding or by decoupling the two completely? Perhaps the most outstanding students and researchers should get an extra thousand or two dollars as a prize? Or, perhaps they could get a plaque that says “CONGRATULATIONS, YOU WON ACADEMIA”. Some great research is fairly inexpensive; some mediocre research costs a lot. There are real differences in needs and priorities that the allocation of money must reflect. But the size of your paycheck or budget is not the best signifier of quality and achievement, and should not be used as such. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Calibri;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">To situate myself in this, I write not from a place of personal bitterness, but rather from an understanding how my privilege has functioned in a system that has been ok for me in a way that isn’t true for many others. The public funding I received, a competitive NSERC fellowship, but at the lowest tier of PhD funding that Canada offers, combined with TAships was about enough to cover my fairly modest needs (i.e., roommates well into my 30s, no kids, shopping second hand) for 5 years of my PhD (the final year was funded through an external grant). But the </span><span style="font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">only</span><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> way I was comfortable existing on that salary was because I had the cushion of a large savings account courtesy of coming from a family that has money, and more recently because of having a partner who makes significantly more than the median Canadian income. Even though I could technically survive on the funding I received, I also had connections, close nearby family, and a native language that made everything easier. I never had to worry about what would happen in an emergency. If I didn’t have these class privileges to give me peace of mind, graduate school would have been a different, and much more stressful story. </span></span></p><span style="font-family: Calibri;"><br /></span><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;">As a public entity, the tri-council system has an enormous responsibility to shape conditions for a healthy academic sector that serves Canadians. It could do so much better.</span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: Calibri;"><br /></span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline;"><span style="font-family: Calibri;"><span style="font-size: 14.6667px; white-space: pre-wrap;">Acknowledgements</span></span><span style="font-family: Calibri; font-size: 11pt; white-space: pre-wrap;">: Many thanks to Jo Fitzgibbons who contributed information about the IRES Anti-racism Working Group's findings, and provided helpful comments and edits, to Anna Santo for helpful comments and edits, and to Kai Chan for discussion and background. </span></span></p><br /></span>
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.maayan kreitzmanhttp://www.blogger.com/profile/17296648887121238398noreply@blogger.com1tag:blogger.com,1999:blog-5010015445969299314.post-86327434116063961522020-08-12T12:39:00.000-07:002020-08-12T12:39:20.935-07:00Push for Science in Policy through IPBES: Here's How to Get Started<div><b style="background-color: white; font-family: arial; font-size: 14.6667px; white-space: pre-wrap;">By <a href="https://chanslab.ires.ubc.ca/people/chan/" style="color: #38761d; text-decoration-line: none;" target="_blank">Kai Chan</a></b></div><div><span style="background-color: white; font-family: arial; font-size: small; font-style: italic; white-space: pre-wrap;">Part of a </span><a href="https://chanslabviews.blogspot.com/2020/06/ipbesan-inside-take-series.html" style="background-color: white; color: #38761d; font-family: arial; font-size: small; font-style: italic; text-decoration-line: none; white-space: pre-wrap;" target="_blank">series of posts</a><span style="background-color: white; font-family: arial; font-size: small; font-style: italic; white-space: pre-wrap;"> about </span><a href="https://ipbes.net/" style="background-color: white; color: #38761d; font-family: arial; font-size: small; font-style: italic; text-decoration-line: none; white-space: pre-wrap;" target="_blank">IPBES</a><span style="background-color: white; font-family: arial; font-size: small; font-style: italic; white-space: pre-wrap;"> (the UN's Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services) and an inside look at its processes. More to come.</span></div><div><span style="background-color: white; font-family: arial; font-size: small; font-style: italic; white-space: pre-wrap;"><br /></span></div>Perhaps you were compelled by the global biodiversity crisis laid out in the <a href="https://ipbes.net/" target="_blank">IPBES</a>* Global Assessment, or inspired by its bold call for transformative change. Or maybe you've been impressed by all the news coverage, or the prominent recognition of the importance of diverse ways of knowing. If you are like the Zoom full of people who attended a recent <a href="https://eco.confex.com/eco/2020/meetingapp.cgi/Session/17797" target="_blank">conference session about IPBES</a>**, one way or another you realize that IPBES is every bit as powerful and needed as its older sibling (IPCC***).<div><br /></div><div>And you wonder how to get involved. This post is intended to guide you.<br /><div><br /></div><div><div class="separator" style="clear: both; text-align: center;"><a href="https://1.bp.blogspot.com/-_OgW-8oeJLY/XzRDqn0z5vI/AAAAAAAB9_w/2d4sJSYQl7gCVhzoDQX1trZaebsEoubCwCNcBGAsYHQ/s2048/ESA%25E2%2580%2594IPBES%2Band%2Btransformative%2Bchange%2Bcopy.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="1151" data-original-width="2048" src="https://1.bp.blogspot.com/-_OgW-8oeJLY/XzRDqn0z5vI/AAAAAAAB9_w/2d4sJSYQl7gCVhzoDQX1trZaebsEoubCwCNcBGAsYHQ/s640/ESA%25E2%2580%2594IPBES%2Band%2Btransformative%2Bchange%2Bcopy.png" width="640" /></a></div></div><div><br /></div><div>1. <b>Get to know (some of the work of) IPBES</b>. This includes a variety of assessments (Global, Regional, Land Degradation, Pollination), as well as other reports (e.g., about models, scenarios and values). For an introduction to the <a href="https://ipbes.net/global-assessment" target="_blank">Global Assessment</a>, its key points, and how to cite different pieces, see <a href="https://chanslabviews.blogspot.com/2020/06/citing-ipbes-global-assessmentappropria.html" target="_blank">this post</a>.</div><div><br /></div><div>Beyond these technical pieces, though, there are increasingly accessible ways to get to know IPBES. Follow <a href="https://twitter.com/IPBES" target="_blank">@IPBES on Twitter</a>. Listen to the new IPBES podcast series, <a href="https://ipbes.net/podcast" target="_blank">Nature Insight</a>. Frequent <a href="https://ipbes.net/" target="_blank">the website</a>, and read guest articles (like <a href="https://ipbes.net/news/million-threatened-species-thirteen-questions-answers" target="_blank">A million threatened species? Thirteen questions and answers</a> and <a href="https://ipbes.net/news/what-transformative-change-how-do-we-achieve-it" target="_blank">What Is Transformative Change, and How Do We Achieve It?</a>).</div><div><br /></div><div>2. <b>Review IPBES products</b>. Any researcher or policymaker (including students) can sign up as reviewers. You can review draft chapters, or even scoping reports (which set the stage for future assessments—including the <a href="https://ipbes.net/TCA_external_review" target="_blank">proposed Transformative Change Assessment</a>). To see what's open for review, follow IPBES notifications <a href="https://ipbes.net/notifications" target="_blank">here</a>. Here are some tips about reviewing:</div><div><br /></div><div>(a) Don't be afraid to say, "This is confusing". IPBES products are intended to be accessible. If you're interested, and you don't understand, that's a problem (and not your problem).</div><div><br /></div><div>(b) Think about what's there and what's not (but should be). It's easy to critique the text that's present, but also think about what else should be included.</div><div><br /></div><div>(c) Evaluate the flow of ideas. These documents are not always easy to follow, but they should be. Many reviewers attend to particular pieces, and not how the whole fits together. The whole is important.</div><div><br /></div><div>(d) Don't get stuck word-smithing. A little of this is welcome, but the words used are often highly constrained, so much critique here would be a waste of everyone's time.</div><div><br /></div><div>3. (If you're early-career) <b>Apply to be an IPBES Fellow</b>. This is a superb <a href="https://ipbes.net/ipbes-fellowship-programme" target="_blank">program</a>, with an international network of brilliant, interesting people.</div><div><br /></div><div>4. (If you're established in your career) <b>Apply to be an Expert</b> in a scoping or assessment process. As above, see notifications <a href="https://ipbes.net/notifications" target="_blank">here</a>.</div><div><br /></div><div>As I <a href="https://chanslabviews.blogspot.com/2020/06/ipbesan-inside-take-series.html" target="_blank">note</a>, I <a href="https://chanslabviews.blogspot.com/2013/08/youre-flying-across-world-for-what.html" target="_blank">started out</a> a skeptic about IPBES. But I've become convinced that it's desperately needed and making crucial contributions to science and policy about nature and people, shining a light on the ecological crisis and possible ways out of it.</div><div><br /></div><div>*IPBES stands for the UN's Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services.</div><div>**This post synthesizes answers provided by <a href="https://twitter.com/BalvaneraPatty" target="_blank">Patty Balvanera</a>, <a href="https://www.nrs.fs.fed.us/people/memery" target="_blank">Marla Emery</a>, <a href="https://ipbes.net/users/dbeardusgsgov" target="_blank">Doug Beard</a>, <a href="https://twitter.com/cavenderg9" target="_blank">Jeannine Cavender-Bares</a>, and myself at the ESA Annual Meeting in 2020.</div><div>***<a href="https://www.ipcc.ch/" target="_blank">IPCC</a> stands for the UN's Intergovernmental Panel on Climate Change.</div><div><br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.</div></div>Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-43035887206174276342020-07-28T10:10:00.004-07:002022-01-04T08:51:26.673-08:00Author Contributions? Epic Fail, or Relational Success<span id="docs-internal-guid-b3dd027d-7fff-34e5-ab5f-231254879684"><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">By <a href="https://chanslab.ires.ubc.ca/people/chan" target="_blank">Kai Chan</a> for CHANS Lab Views</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><i><span style="font-family: arial; font-size: 14.6667px; white-space: pre-wrap;">This is (an extra) part of a series, </span><font face="Arial"><span style="font-size: 14.6667px; white-space: pre-wrap;"><a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" style="color: #38761d; text-decoration-line: none;" target="_blank">How to Write a Winning Proposal—in 10 Hard Steps</a> (why Author Contributions at the proposal stage? Because you need to think about these issues early: read on!)</span></font></i></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><br style="background-color: white; font-family: calibri; font-size: 15.4px;" /></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Who did what? Who deserves the </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">real </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">credit, and who came along for the ride? Who contributed what %?</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Author Contributions statements for papers, theses, and tenure files are far more important than they might seem. Writing these little statements well is also far more difficult than it appears. I learned this the hard way, with an epic fail at one of the most important junctures of my professional career.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This difficulty isn’t helped by understandable but mistaken notions that these statements are about the ‘real credit’ or percent contributions.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I was going up for promotion—a crucial moment in an academic’s career. My director, who had to write the crucial departmental letter that would accompany my file to the higher levels at the university, was also a coauthor on one of the articles I submitted. I was directed to write a statement clarifying my contributions to the papers. I interpreted it as “Show that this was mostly your work—that you brought the key ingredients, not your coauthors”. Error #1.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="border: none; display: inline-block; height: 182px; overflow: hidden; width: 626px;"><img height="182" src="https://lh5.googleusercontent.com/d-uuzCI5MUJQALKMHv2T20fwotyDkrGMEAwChCWKjshHUpIJ8EFRXvPtrBbRW3vySfcLpmIr0g9Tn3bdNCiiEtuuqZ1-NPCPymnblnmC3chphbv_w0K7X0o8fJzBabBxR7btSQJa" style="margin-left: 0px; margin-top: 0px;" width="626" /></span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">My director/coauthor flagged a concern. Ouch. I reread the statement to understand. It started with my contributions, and followed with my coauthor’s, almost as if these were an afterthought barely worth mentioning. I also averaged-up—that is, if I felt I did most of a task (e.g., designing the analysis), I assigned it to myself. E.g., “I designed and executed the analysis, I wrote the paper. My coauthor edited.” Now imagining my coauthor’s perspective, my heart surged, my face flushed, and shame and disgust washed over me. What I wrote wasn't false, but it was certainly not an equal representation of both sets of contributions. It oriented around mine, because that's how I understood the task (wrongly).</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The irony was palpable. I had already become excited about <a href="https://www.pnas.org/content/113/6/1462" target="_blank">relational values</a> (preferences, principles and virtues associated with human relationships involving nature; see also <a href="https://doi.org/10.1016/j.cosust.2018.11.003" target="_blank">here</a>), and I had been consciously thinking relationally in general. That is, I had been thinking first about how actions reflected and built appropriate relationships, and only second how they yielded positive or negative consequences. Here, I clearly failed: I had unconsciously treated the authorship statement as a means to the end of impressing reviewers, entirely missing their crucial contributions to building or eroding the relationships I sought with cherished colleagues.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Ugh.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">One might think, following such a teachable moment of shame, that I would have written flawless Author Contributions statements ever since. I wish I could say that were true. I don’t normally make the same mistake twice, but Author Contribution statements are full of ways to fail.</span></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; margin-left: 1em; text-align: right;"><tbody><tr><td style="text-align: center;"><img src="https://lh4.googleusercontent.com/35Tdz_zbOErYlejYYWXk5rPTyFkPqpwEc6O60Sti-4CU2L4km0BS7YVipLHrUDXjRmX7jRTahYlT3i-sP2wJsL99pS1I1UaJfJljCVdfJS8A5K2u_WX-dYrOV_UZpCUV-5JngObx=d" style="margin-left: auto; margin-right: auto; margin-top: 0px;" title="Author Contributions by Percent" /></td></tr><tr><td class="tr-caption" style="text-align: center;">If we think of the hours spent directly on the manuscript,<br />we may think like this. But that doesn't tell the full story.</td></tr></tbody></table><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br />More recently, the same cherished coauthor and I were wrapping up a paper many years in the making (almost a decade). Finally, it was time to write an author contributions statement. I was conscious to err on the side of generosity. I listed our contributions together (not mine first). I emphasized shared contributions to tasks wherever it seemed appropriate. But by my recollection, I had approached my coauthor with the idea, and indeed, with a draft of what I felt we needed to say, and she had responded to that. So, I wrote something like, “KC wrote the first draft.”</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">It was déjà vu when my coauthor responded with edits and comments, with her recollection that we co-wrote the first draft. My coauthor pointed out that it had been her idea to include an empirical component at all. I had started counting ‘first draft’ from even before there had been an empirical component (which was now the central identity of the paper). The paper sure was different back then, without its central contribution. Point taken, absolutely we </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">co-wrote</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> the first real draft of the current paper.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Worse, though, my mind full of the many hundreds of hours that I spent coding papers and refining the analysis without troubling my coauthor, I claimed credit for designing the analysis. She contested that, politely and respectfully, as always. When I wrote the statement, I </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">didn’t even remember</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> that it had been my coauthor’s idea to </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">do </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">an analysis, and indeed that we had discussed some of the major codes right at the outset. It wasn’t a long, involved or contentious conversation, so it didn’t even spring to mind. But it clearly structured </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">everything</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> that followed.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Double ugh.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This time, I had been thinking consciously with the lessons from last time. I had thought I was being generous. But my thinking was skewed by my memory, which was rooted in hours spent and emotion-laden moments as indicators of contributions. Key structural conversations from many years ago were overlooked.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">It’s so much easier to remember one’s own contributions than others. I think in our own minds, others’ contributions often become momentary guidance in a journey that we travelled mostly solo.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Subconsciously, I was thinking about percent contributions as hours spent on the paper. In contrast, I had consciously brought my coauthor on board because I knew that she would leverage countless hours of her reading and thinking of different but complementary literatures into a focused contribution on the manuscript. And I knew that this focused contribution might enable the paper to be rich and beautiful.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I’ve also had experiences on the other side, of course, because I think it’s hardest for students to see their supervisor’s contributions because they structure what follows. One wonderful student had joined me to do a project that I had envisioned well before the student’s degree. He had first written about my contributions as the same as other coauthors (e.g., editing drafts). These other coauthors were ones I had suggested as committee members, while helping this student envision what the project could look like and how it could make a great contribution to the literature and to problems that we both seemed to care about (based on his <a href="https://chanslabviews.blogspot.com/2020/06/how-to-find-grad-project-that-fulfills.html" target="_blank">Critical Ingredients document</a>). He didn’t mean to diminish my contributions, they just weren’t that visible to him, because they were so structural as to be part of the context.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I had another student—among the most principled, fairest people I know—who wrote that she ‘wrote the paper’. The paper was a Google doc with a bunch of notes when she invited myself and a coauthor in to give it structure, direction, themes, and relevant literatures. Yes, she typed most of the words, and of course she led the project and clearly deserves first authorship. But for me, ‘wrote the paper’ now means ‘gave shape to the main ideas in a complete good draft’.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">The whole notion of percent contributions makes zero sense to me, even though it’s explicitly requested by some journals and grant agencies (others are more progressive, e.g., </span><a href="https://www.elsevier.com/authors/journal-authors/policies-and-ethics/credit-author-statement" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">CRediT, the Contributor Roles Taxonomy</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">). There is no single dimension by which one can measure author contributions on a paper. A paper </span><span style="font-family: Arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">should be</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> more than the sum of the parts; coauthorship shouldn’t replace work, but rather shape the whole paper.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span style="border: none; display: inline-block; height: 337px; overflow: hidden; width: 662px;"><img height="337" src="https://lh5.googleusercontent.com/n1r_gH5_4p6xe_ybN5rmTBZsptPtXaTPSxi-OeLcvJ7OcdCK3oJgH9xQ_QJmmPZDducIdBd7FDPYsXb066yx1fha0DJ3xGOPgz0ut7BvklXGX_B_Kd7AKuWEGvjGBKF8K3pe5Up5" style="margin-left: 0px; margin-top: 0px;" width="662" /></span></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Coauthorship therefore shouldn’t be measured in time spent, but our memories lead us that way.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Good notes are crucial here, to record others’ contributions along the way. Then can we write Author Contribution statements that reflect how a paper is a beautiful symphony of ideas from a team.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">A great strategy, which can avoid a lot of awkwardness, is to discuss or specify the responsibilities at the outset. Personally, I generally avoid pre-structuring contributions so as to maintain an organic adaptive process, but it’s great to discuss the options.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 10pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Then we can write statements that depict research as a deeply relational process, and which further build these collaborative relationships as being of more than instrumental value.</span></p><div><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><span id="docs-internal-guid-321decb7-7fff-498a-bf0e-38f3af081ab1" style="background-color: white; font-family: Calibri; font-size: 15.4px; white-space: normal;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i style="font-size: 14.6667px;"><b>Next Up: </b></i></span><i style="font-size: 15.4px;"><font face="Arial"><span style="font-size: 14.6667px; white-space: pre-wrap;"><a href="https://chanslabviews.blogspot.com/2022/01/why-you-need-theory-of-change.html" target="_blank">Why You Need a Theory of Change</a></span></font></i></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i style="font-size: 14.6667px;"><b>Previous</b></i><i><b>:</b> <a href="https://chanslabviews.blogspot.com/2020/07/why-some-phd-courses-shouldnt-have.html" style="color: #38761d; text-decoration-line: none;" target="_blank">Why Some PhD Courses Shouldn't Have Grades</a></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><i style="font-family: arial; font-size: 11pt; white-space: pre-wrap;">The <b>Intro</b> to this series: <a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" style="color: #38761d; text-decoration-line: none;" target="_blank">How to Write a Winning Proposal—in 10 Hard Steps</a></i></p></span><span style="background-color: white; font-family: Calibri; font-size: 15.4px; white-space: normal;"></span><br style="background-color: white; font-family: Calibri; font-size: 15.4px; white-space: normal;" /></span></div></span>
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-19326265117007482742020-07-24T14:00:00.001-07:002020-07-24T14:00:34.250-07:00Distilling and discussing the IPBES levers & leverage points for transformative change<p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;">14 months ago 132 nations agreed upon the pathways to sustainability. </span><o:p></o:p></p><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;"> These are the Levers and Leverage Points of the <a href="https://twitter.com/IPBES/" style="color: #954f72;" target="_blank"><span style="color: #00006a;">@IPBES</span></a> <a href="https://twitter.com/search?q=%23GlobalAssessment" style="color: #954f72;" target="_blank"><span style="color: #00006a;">#GlobalAssessment</span></a> </span><o:p></o:p></p><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;"> They are far more provocative than they seem. This new paper in <i>People and Nature</i> explains why: </span><u><span style="color: #00006a; font-family: "gill sans mt", sans-serif;"><a href="https://besjournals.onlinelibrary.wiley.com/doi/10.1002/pan3.10124" style="color: #954f72;">https://besjournals.onlinelibrary.wiley.com/doi/10.1002/pan3.10124</a></span></u><o:p></o:p></p><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><o:p> </o:p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://1.bp.blogspot.com/-LJ8U92PUTNw/XxtLbOuZKoI/AAAAAAAB9d0/PhQl5LmW8F0fOepDqQ6AF9e0siMc2CGHgCNcBGAsYHQ/s2048/pan310124-fig-0002-m.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em; text-align: center;"><img border="0" data-original-height="1141" data-original-width="2048" height="357" src="https://1.bp.blogspot.com/-LJ8U92PUTNw/XxtLbOuZKoI/AAAAAAAB9d0/PhQl5LmW8F0fOepDqQ6AF9e0siMc2CGHgCNcBGAsYHQ/w640-h357/pan310124-fig-0002-m.jpg" width="640" /></a></div><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;"><br /></span></p><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;">Several accompanying pieces make different points:</span><o:p></o:p></p><ol start="1" style="margin-bottom: 0cm; margin-top: 0cm;" type="1"><li class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;">Our <a href="https://relationalthinkingblog.com/2020/07/24/gloomy-facts-the-centrality-of-law-and-a-few-more-responses/" style="color: #954f72;">blog response</a> to <a href="https://relationalthinkingblog.com/2020/07/24/a-transformers-guide-to-taking-back-control/" style="color: #954f72;">Peter Bridgewater</a>, handling editor at PaN.</span><o:p></o:p></li><li class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;"><a href="https://theconversation.com/after-covid-19-nations-can-tackle-environmental-crises-by-shifting-priorities-to-sustainable-development-142605" style="color: #954f72;">My story</a> in The Conversation</span><o:p></o:p></li><li class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;">An <a href="https://podcasts.apple.com/us/podcast/prof-kai-chan-choose-your-own-adventure/id1518308737?i=1000485583709" style="color: #954f72;">IPBES podcast</a>, which just aired on Wed.</span><o:p></o:p></li></ol><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;"> </span></p><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;">Please share with potentially interested parties. <i>If we’re going to re-orient societal efforts towards transformative change and sustainability, we will need agreement on how, and that it’s needed.</i><o:p></o:p></span></p><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;"> </span></p><p class="MsoNormal" style="font-family: calibri, sans-serif; margin: 0cm 0cm 0.0001pt;"><span style="font-family: "gill sans mt", sans-serif;">Why is this in <i>People and Nature</i>? As a Lead Editor, I have seen firsthand the excellent work done by my colleagues there. We are collectively working towards transformative change in academic publishing. It offers precisely what my coauthors and I sought: deep interdisciplinarity and consistently thoughtful reviewing and editing. Peter’s blog (above) offers a glimpse of how we were pushed in all kinds of productive ways. In a few weeks, I’ll also share a paper Terre Satterfield and I have been working on for 8 years, also in PaN.<o:p></o:p></span></p>
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0tag:blogger.com,1999:blog-5010015445969299314.post-91531014812417592672020-07-06T14:04:00.005-07:002022-01-17T09:16:37.460-08:00Why Some PhD Courses Shouldn't Have Grades<span id="docs-internal-guid-8e429d36-7fff-5d87-a38d-be08933f6590"><p dir="ltr" style="line-height: 1.38; margin-bottom: 3pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; white-space: pre-wrap;"><a href="https://chanslab.ires.ubc.ca/people/chan/" target="_blank">Kai Chan</a> for CHANS Lab Views</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><i><span style="font-family: arial; font-size: 14.6667px; white-space: pre-wrap;">This is part of a series, </span><font face="Arial"><span style="font-size: 14.6667px; white-space: pre-wrap;"><a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" style="color: #38761d; text-decoration-line: none;" target="_blank">How to Write a Winning Proposal—in 10 Hard Steps</a></span></font></i></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><br style="background-color: white; font-family: calibri; font-size: 15.4px;" /></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">This past semester, I had the great pleasure to re-design and teach our program’s core PhD course (<a href="https://ires.ubc.ca/courses/course-information/" target="_blank">RES 602</a>; see <a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" target="_blank">Intro</a> to this series). I bucked many years of history with my reimagined grading policy for the course, which is to effectively replace grading with individualized feedback. I told the students that they would all receive ‘A’s if they did the work and put in a genuine effort. Here’s why.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"></span></p><div class="separator" style="clear: both; text-align: center;"><a href="https://1.bp.blogspot.com/-VA_z7DesGyA/XwOQpp_zupI/AAAAAAAB8C8/--1bXOOThWIYZNb8YoeN36RGr7sC8JB0wCK4BGAsYHg/s888/Why%2Bsome%2Bgrad%2Bclasses%2Bshouldn%2527t%2Bhave%2Bgrades.png" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"><img border="0" data-original-height="444" data-original-width="888" src="https://1.bp.blogspot.com/-VA_z7DesGyA/XwOQpp_zupI/AAAAAAAB8C8/--1bXOOThWIYZNb8YoeN36RGr7sC8JB0wCK4BGAsYHg/s320/Why%2Bsome%2Bgrad%2Bclasses%2Bshouldn%2527t%2Bhave%2Bgrades.png" width="320" /></a></div>First, some context: in this course on “Interdisciplinary Research Design for Sustainability Impact”, the whole purpose is to coach students to become rigorous, insightful, impactful researchers. Thus, students’ and their own work are at the centre. And these are diverse students: all interdisciplinary to some degree, but in vastly different ways. Some primarily in the physical or natural sciences, some in the social sciences and humanities. Some do largely qualitative work, while most do some quantitative research. They straddle different epistemologies, and they adhere to radically different <a href="https://chanslabviews.blogspot.com/2022/01/why-you-need-theory-of-change.html" target="_blank">theories of change</a>.</span><p></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">In a nutshell, there are seven classes of reasons for my grading policy that ‘A’ is the default.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">1. The students are all on their own journeys, doing radically different kinds of research in different academic traditions, with different standards of evaluation. Some of these I know well, others I’m still just learning. → </span><span style="font-family: arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">I can’t equally judge them all.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">2. I have my own positionality in all of this. I’m more excited by some kinds of questions and approaches than others. → </span><span style="font-family: arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">It’s therefore key to decouple my feedback from measures of performance that will go on students’ records.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">3. The spectre of having to provide defensible grades to all would substantially shift my teaching towards a different set of uniform assignments. By their uniformity, such assignments could never properly equip a diverse class of students to do their own projects. Moreover, assigning (and justifying) numeric grades is time-consuming and detracts from the time I can spend giving tailored feedback. → </span><span style="font-family: arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Freedom from grades enables me to make different contributions to different students.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">4. We don’t actually need grades for any real purpose at this stage. They simply serve to let people know that students are on track (or not). Other times, what students really need is a letter of recommendation. I can write a detailed letter for all of the students without needing to rely on grades. → </span><span style="font-family: arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Why perpetuate an ill-fitting tradition?</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">5. Grades exist partly to motivate students when other motivations aren’t sufficient. This also doesn’t apply here. If I’m not giving students assignments that are clearly meaningful to their programs and later careers, or if those things aren’t sufficiently motivating (I’m sure they are), then we’ve got bigger problems. → </span><span style="font-family: arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Self-determined motivations are superior to externally imposed ones (i.e. grades) (Gagné & Deci 2005).</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">6. You don’t need grades to provide hard-hitting feedback. Many times, my comments pointed to the lack of some element (e.g. “You’ve specified a great set of real-world implications. But what about the academic ones? How will your project contribute to a broader understanding of similar problems in different contexts?”). Even without grades, comments like this are hard to take, but at least there’s a decent chance students will receive them as purely constructive, a growth area. Accompanied by a 3 / 5 grade, which suggests that students should have already known this, I imagine such comments would feel like a smack-down. Meanwhile, boosting feelings of competence is key for intrinsic motivation (Ryan & Deci 2000). → </span><span style="font-family: arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Grades add salt to wounds.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">7. Grades (or their absence) fundamentally change the relationship between professor and student. From judge and jury, professors without grades can be a source of guidance and assistance on the student’s journey towards being an independent researcher. That’s what I want. → </span><span style="font-family: arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Grades don’t put the relationship first, and the relationship should come first.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Now clearly I didn’t do everything right in this brand new course. I’m sure I bungled all kinds of things (hopefully small). But in the last class, in the feedback session, students said two things that earned many thumbs up on Zoom, and which were music to my ears.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">First, students noted how appreciative they were for the opportunity to receive highly tailored and detailed feedback about how their thinking was developing. Providing individualized feedback to students provides a clear roadmap for change in their own context, and without differentiated grades, this is unencumbered by my notion of how much better they could have been. In the words of one student during our in-class debrief, “In the tradeoff between grades and feedback, I’ll take feedback any day! And you provided extensive, thoughtful feedback every single week.”</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Students also commented that they appreciated having a safe and honest space to delve into the messy truths of research design. This “safe-to-fail” approach extended to both in-class discussions and weekly assignments. For assignments, I permitted students to re-imagine the instructions in order to suit their own research project. “Because of that [flexibility],” one student commented, “we all got what </span><span style="font-family: arial; font-size: 11pt; font-style: italic; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">we</span><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> really needed out of the assignments, not just what was expected of us”. When coupled with detailed and tailored feedback, this empowered students to imagine and construct robust research plans based on honest feedback from me, and from their peers. Additionally, weekly informal discussions about how the class was going for folks provided an opportunity to be nimble and adapt weekly assignments on the fly based on the actual real-time needs of students. “You made it safe to make mistakes,” one said, “And that’s what we needed.”</span></p><br /><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline;"><i><b style="font-family: arial; font-size: 11pt; white-space: pre-wrap;">Next up:</b> <a href="https://chanslabviews.blogspot.com/2020/07/author-contributions-epic-fail-or.html" target="_blank">Author Contributions: Epic Fail, or Relational Success?</a><font face="Arial"><span style="font-size: 14.6667px; white-space: pre-wrap;"> (extra)</span></font></i></span></p><span id="docs-internal-guid-321decb7-7fff-498a-bf0e-38f3af081ab1"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i><b>Previous:</b> </i></span><i style="background-color: white; font-family: calibri; font-size: 15.4px;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><a href="https://chanslabviews.blogspot.com/2020/06/how-to-find-grad-project-that-fulfills.html" style="color: #38761d; text-decoration-line: none;" target="_blank">How to Find a Grad Project That Fulfills You. Step 1: Identify Your Critical Ingredients</a></span></i></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><i>The <b>Intro</b> to this series</i></span><i style="font-family: arial; font-size: 14.6667px; white-space: pre-wrap;"> (with links to the full set)</i><i style="font-family: arial; font-size: 11pt; white-space: pre-wrap;">: <a href="https://chanslabviews.blogspot.com/2020/06/how-to-write-winning-proposalin-10-hard.html" target="_blank">How to Write a Winning Proposal—in 10 Hard Steps</a></i></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><b>References</b></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><b><span style="font-family: arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"></span></b></p><p class="p1" style="font-family: helvetica; font-size: 13px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px 0px 0px 36px; text-indent: -36px;">Gagné, M. and E. L. Deci (2005). "Self-determination theory and work motivation." <i>Journal of Organizational Behavior</i> <b>26</b>(4): 331-362. https://onlinelibrary.wiley.com/doi/abs/10.1002/job.322</p><p class="p1" style="font-family: helvetica; font-size: 13px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px 0px 0px 36px; text-indent: -36px;">Ryan, R. M. and E. L. Deci (2000). "Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being." <i>American Psychologist</i> <b>55</b>(1): 68-78.<span class="Apple-converted-space"> </span></p></span>
<br />
<a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license"><img alt="Creative Commons Licence" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" style="border-width: 0px;" /></a><br /><span href="http://purl.org/dc/dcmitype/Text" property="dct:title" rel="dct:type" xmlns:dct="http://purl.org/dc/terms/">CHANS Lab Views</span> by <a href="https://chanslab.ires.ubc.ca" property="cc:attributionName" rel="cc:attributionURL" xmlns:cc="http://creativecommons.org/ns#">Kai Chan's lab</a> is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="license">Creative Commons Attribution-ShareAlike 4.0 International License</a>.<br />Based on a work at <a href="https://chanslabviews.blogspot.com" rel="dct:source" xmlns:dct="http://purl.org/dc/terms/">https://chanslabviews.blogspot.com</a>.Kai Chanhttp://www.blogger.com/profile/16799332629186682511noreply@blogger.com0