<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.10.0">Jekyll</generator><link href="https://jeffreyshrader.com//feed.xml" rel="self" type="application/atom+xml" /><link href="https://jeffreyshrader.com//" rel="alternate" type="text/html" /><updated>2026-03-11T16:55:42+00:00</updated><id>https://jeffreyshrader.com//feed.xml</id><title type="html">Jeffrey Shrader</title><subtitle>Columbia University</subtitle><author><name>Jeffrey Shrader</name></author><entry><title type="html">Adaptation And Climate Damage Estimates</title><link href="https://jeffreyshrader.com//adaptation-and-climate-damage-estimates/" rel="alternate" type="text/html" title="Adaptation And Climate Damage Estimates" /><published>2026-03-11T12:50:00+00:00</published><updated>2026-03-11T12:50:00+00:00</updated><id>https://jeffreyshrader.com//adaptation-and-climate-damage-estimates</id><content type="html" xml:base="https://jeffreyshrader.com//adaptation-and-climate-damage-estimates/"><![CDATA[<p>Lots of work on the economics of climate change has sought to estimate climate change damage. As long as these estimates have been produced, there has been a debate about whether we should expect actual damages to be larger or smaller than the estimates.<sup id="fnref:1" role="doc-noteref"><a href="#fn:1" class="footnote" rel="footnote">1</a></sup> A common argument that actual damages should be smaller comes from folks focused on <em>adaptation</em>—the actions people take to prepare for or adjust to a changing climate. The basic argument goes as follows: our current estimates of damage are typically based on the effects of short-run variation in weather. But climate change is persistent and (at least partly) anticipatable, giving people the time and incentive to respond in ways that should reduce their damage.<sup id="fnref:2" role="doc-noteref"><a href="#fn:2" class="footnote" rel="footnote">2</a></sup> Some folks formalize this a bit by appealing to <a href="https://en.wikipedia.org/wiki/Le_Chatelier%27s_principle#Economics">La Chatelier’s principle</a> that long-run supply elasticities are larger than short-run elasticities.<sup id="fnref:3" role="doc-noteref"><a href="#fn:3" class="footnote" rel="footnote">3</a></sup>  The simple point I want to make is that this argument need not be right.</p>

<h2 id="beyond-la-chateliers-principle">Beyond La Chatelier’s principle</h2>

<p>La Chatelier’s principle is a rule of thumb, not a law. Whether long-run elasticities are larger or smaller than short-run elasticities depends on whether adaptation actions are intertemporal complements or substitutes (nicely formalized by <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2712165">Castillo (2021)</a>, who I took the section title from, though applied to climate mitigation rather than adaptation). Intertemporal complements, following Castillo’s definition, are actions that reinforce each other over time. Taking some action today makes me want to take more action tomorrow. La Chatelier’s principle holds for intertemporal complements. Intertemporal substitutes, naturally, have the reverse pattern. More action today makes me less willing to take action tomorrow. These are actions that actually have larger short-run elasticities.</p>

<p>Is climate adaptation likely to be a case where actions are intertemporal complements or substitutes? I don’t know (and would like to know). In the overall economy, complementarity seems to be the general pattern. But there are some clear cases of substitutes.</p>

<p><img src="/images/cotton_irrigation.png" alt="cotton_irrigation.png" width="400" /></p>

<p>A classic one is groundwater-based irrigation: If a farmer uses up groundwater for irrigation today, then the cost of groundwater extraction goes up in the future. In the extreme case, the cost rises to infinity if all groundwater is exhausted and the farmer is unable to take any groundwater-based irrigation action. This is a case where the short-run response to weather will incorporate more adaptation than the long-run response. As Castillo points out, inputs based on exhaustible resources are generally intertemporal substitutes.</p>

<p>Another that I think about a lot is staying indoors to avoid the heat. <a href="https://www.nber.org/papers/w31361">We find</a> that this is a highly effective strategy to avoid mortality on hot days, but at some point, you are staying indoors as much as you possibly can—the time budget binds!</p>

<h2 id="one-further-consideration-adaptation-already-in-short-run-estimates">One further consideration: Adaptation already in short-run estimates</h2>

<p>A further assumption underlying the common argument given above—in addition to the implicit or explicit appeal to La Chatelier—is that damage estimates based on short-run variation in weather are not strongly affected by adaptation. Or said another way, the assumption is that the weather variation is fast enough or unexpected enough that people aren’t adapting to it. As I have pointed out in multiple papers, especially <em><a href="https://jeffreyshrader.com/papers/forecasts_and_adaptation.pdf">Improving Climate Damage Estimates by Accounting for Adaptation</a></em>, weather-based estimates can actually include a whole lot of adaptation.</p>

<p>This is especially true given we are in a world filled with weather and climate forecasts. People have access to lots and lots of information that helps them prepare for even short-lived weather effects. Given that very few climate damage estimation papers explicitly account for forecasts, the estimates they contain will be conditional on an unknown amount of forward-looking adaptation. In the above paper, I show that the amount of such adaptation can be quite large—swamping the actual damage effect in the particular case of the fishing industry responding to forecasts of climate variation.</p>

<p>And many important adaptation actions are “fast;” they aren’t subject to the large adjustment costs of capital as in Samuelson’s classic La Chatelier model. Things like staying indoors, mentioned above. Or adjusting labor in response to climate shocks, which <a href="https://pubsonline.informs.org/doi/10.1287/mnsc.2023.4697">we find</a> can take just a few months even in the presence of substantial adjustment costs. Not all actions are like this, and some of the potentially most important “adaptation” actions involving technical change operate on extremely long time scales (from an economic perspective; blink of an eye on geophysical scales). So, again, I’d love to know how likely it is that overall climate adaptation is better characterized by intertemporal complementarity of substitution.</p>

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<p style="font-size: 10px">
Version history<br />
2026-03-11: First version
</p>
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<div class="footnotes" role="doc-endnotes">
  <ol>
    <li id="fn:1" role="doc-endnote">
      <p>For a review of this literature focused on conceptual issues including the role of adaptation, see my <a href="https://www.nber.org/papers/w34348">recent paper</a> with Derek Lemoine and Catie Hausman. Sol Hsiang produced a <a href="https://www.nber.org/papers/w34357">recent review</a> that focuses on the magnitude of estimated damages for different areas of the economy. <a href="https://www.pnas.org/doi/abs/10.1073/pnas.2410733121">Moore et al. (2024)</a> do a really interesting exercise where they ask climate economists to say how they think an “all in” estimate of climate change damages would differ from estimates that have been published in the literature. <a href="#fnref:1" class="reversefootnote" role="doc-backlink">&#8617;</a></p>
    </li>
    <li id="fn:2" role="doc-endnote">
      <p>As just one example of exactly this argument that I happened to be looking at recently, here’s Richard Tol’s <a href="https://richardtol.substack.com/p/bilal-and-kaenzig">argument</a> that climate change damage estimates from <a href="https://academic.oup.com/qje/advance-article-abstract/doi/10.1093/qje/qjag011/8490467">Bilal and Kaenzig (2026)</a> are too high: “The economic effects of ENSO have been studied extensively. It is damaging because normal weather patterns are disrupted for a short time. Climate change is different. It is permanent, giving people, companies, governments, institutions, and technologies time to adapt to the new circumstances. As too many others before them, Bilal and Kaenzig estimate a short-term elasticity and confuse it for a long-term elasticity.” <a href="#fnref:2" class="reversefootnote" role="doc-backlink">&#8617;</a></p>
    </li>
    <li id="fn:3" role="doc-endnote">
      <p>See, for example, <a href="https://www.aeaweb.org/articles?id=10.1257/pol.20130025">Burke and Emerick (2016)</a>: “While using variation in weather helps to solve identification problems, it perhaps more poorly approximates the ideal climate change experiment. In particular, if agents can adjust in the long run in ways that are unavailable to them in the short run, then impact estimates derived from shorter run responses to weather might overstate damages from longer run changes in climate.” With the footnote: “For example, Samuelson’s famed Le Chatelier principle, in which demand and supply elasticities are hypothesized to be smaller in the short run than in the long run due to fixed cost constraints.” <a href="#fnref:3" class="reversefootnote" role="doc-backlink">&#8617;</a></p>
    </li>
  </ol>
</div>]]></content><author><name>Jeffrey Shrader</name></author><category term="blog" /><category term="thoughts" /><category term="blog" /><summary type="html"><![CDATA[Lots of work on the economics of climate change has sought to estimate climate change damage. As long as these estimates have been produced, there has been a debate about whether we should expect actual damages to be larger or smaller than the estimates. A common argument that actual damages should be smaller comes from folks focused on *adaptation*---the actions people take to prepare for or adjust to a changing climate.]]></summary></entry><entry><title type="html"></title><link href="https://jeffreyshrader.com//signals-of-change/" rel="alternate" type="text/html" title="" /><published>2026-02-26T00:00:00+00:00</published><updated>2026-02-26T00:00:00+00:00</updated><id>https://jeffreyshrader.com//signals-of-change</id><content type="html" xml:base="https://jeffreyshrader.com//signals-of-change/"><![CDATA[<p>I was interviewed for Signals of Change. Check out the episode <a href="https://open.spotify.com/episode/1r7qP9QHRqazxMF3bmaxW2">here</a>. We talk about climate adaptation, weather forecasts, and what environmental economists can do to better understand climate change impacts.</p>]]></content><author><name>Jeffrey Shrader</name></author><category term="news" /><category term="blog" /><summary type="html"><![CDATA[I was interviewed for Signals of Change. Check out the episode here. We talk about climate adaptation, weather forecasts, and what environmental economists can do to better understand climate change impacts.]]></summary></entry><entry><title type="html">Brookings article on integrating economics research into regulatory policy</title><link href="https://jeffreyshrader.com//brookings/" rel="alternate" type="text/html" title="Brookings article on integrating economics research into regulatory policy" /><published>2026-02-02T00:00:00+00:00</published><updated>2026-02-02T00:00:00+00:00</updated><id>https://jeffreyshrader.com//brookings</id><content type="html" xml:base="https://jeffreyshrader.com//brookings/"><![CDATA[<p><a href="https://www.niskanencenter.org/author/amechanick/">Alex Mechanick</a> and I have published an article on how economics research can better influence regulatory policy. You can find it <a href="https://www.brookings.edu/articles/engaging-economics-researchers-to-improve-regulatory-analysis/">here</a>.</p>]]></content><author><name>Jeffrey Shrader</name></author><category term="news" /><category term="blog" /><summary type="html"><![CDATA[Alex Mechanick and I have published an article on how economics research can better influence regulatory policy. You can find it here.]]></summary></entry><entry><title type="html">Update: Progress In Reducing Child Mortality</title><link href="https://jeffreyshrader.com//progress-in-reducing-child-mortality-update/" rel="alternate" type="text/html" title="Update: Progress In Reducing Child Mortality" /><published>2026-01-23T13:27:00+00:00</published><updated>2026-01-23T13:27:00+00:00</updated><id>https://jeffreyshrader.com//progress-in-reducing-child-mortality-update</id><content type="html" xml:base="https://jeffreyshrader.com//progress-in-reducing-child-mortality-update/"><![CDATA[<p>The blog post “<a href="progress-in-reducing-child-mortality">Progress In Reducing Child Mortality</a>” has been updated!</p>]]></content><author><name>Jeffrey Shrader</name></author><category term="news" /><category term="blog" /><summary type="html"><![CDATA[The blog post “Progress In Reducing Child Mortality” has been updated!]]></summary></entry><entry><title type="html">Cost of Climate Change paper posted</title><link href="https://jeffreyshrader.com//ag-adapt/" rel="alternate" type="text/html" title="Cost of Climate Change paper posted" /><published>2026-01-05T00:00:00+00:00</published><updated>2026-01-05T00:00:00+00:00</updated><id>https://jeffreyshrader.com//ag-adapt</id><content type="html" xml:base="https://jeffreyshrader.com//ag-adapt/"><![CDATA[<p><a href="https://tristandupuy.github.io/">Emma Du Puy</a> and I have released a working paper on estimating the cost of climate change adaptation in the agricultural sector in France. Come for the amazing farm-level data and stay for unique empirical estimates of the costs and benefits of farmer responses to a warming climate!</p>]]></content><author><name>Jeffrey Shrader</name></author><category term="news" /><category term="blog" /><summary type="html"><![CDATA[Emma Du Puy and I have released a working paper on estimating the cost of climate change adaptation in the agricultural sector in France. Come for the amazing farm-level data and stay for unique empirical estimates of the costs and benefits of farmer responses to a warming climate!]]></summary></entry><entry><title type="html">New version of Global Inequalities in Weather Forecasts</title><link href="https://jeffreyshrader.com//global_inequality_v2/" rel="alternate" type="text/html" title="New version of Global Inequalities in Weather Forecasts" /><published>2025-11-26T00:00:00+00:00</published><updated>2025-11-26T00:00:00+00:00</updated><id>https://jeffreyshrader.com//global_inequality_v2</id><content type="html" xml:base="https://jeffreyshrader.com//global_inequality_v2/"><![CDATA[<p>Manuel and I have written a new version of “<a href="/papers/Linsenmeier Shrader - Global Forecast Inequality.pdf">Global Inequalities in Weather Forecasts</a>”. It now analyzes more weather variable (adding precipitation), includes new analysis of seasonal forecasts, decomposes forecast accuracy differences across countries based on geography and weather-observing infrastructure, and more. The key message still remains: despite progress, weather forecasts are still substantially worse, on average, in low-income countries around the world.</p>]]></content><author><name>Jeffrey Shrader</name></author><category term="news" /><summary type="html"><![CDATA[Manuel and I have written a new version of “Global Inequalities in Weather Forecasts”. It now analyzes more weather variable (adding precipitation), includes new analysis of seasonal forecasts, decomposes forecast accuracy differences across countries based on geography and weather-observing infrastructure, and more. The key message still remains: despite progress, weather forecasts are still substantially worse, on average, in low-income countries around the world.]]></summary></entry><entry><title type="html">Occupational Heat Exposure Acceptance</title><link href="https://jeffreyshrader.com//occ-heat-accept/" rel="alternate" type="text/html" title="Occupational Heat Exposure Acceptance" /><published>2025-10-31T00:00:00+00:00</published><updated>2025-10-31T00:00:00+00:00</updated><id>https://jeffreyshrader.com//occ-heat-accept</id><content type="html" xml:base="https://jeffreyshrader.com//occ-heat-accept/"><![CDATA[<p><a href="/papers/Occupation_and_Temp_Related_Mortality.pdf">Working Under the Sun: The Role of Occupation in Temperature-Related Mortality in Mexico</a> has been accepted for publication in the <em>Journal of Human Resources.</em></p>]]></content><author><name>Jeffrey Shrader</name></author><category term="news" /><summary type="html"><![CDATA[Working Under the Sun: The Role of Occupation in Temperature-Related Mortality in Mexico has been accepted for publication in the Journal of Human Resources.]]></summary></entry><entry><title type="html">Climate Damages Review</title><link href="https://jeffreyshrader.com//jel/" rel="alternate" type="text/html" title="Climate Damages Review" /><published>2025-10-13T00:00:00+00:00</published><updated>2025-10-13T00:00:00+00:00</updated><id>https://jeffreyshrader.com//jel</id><content type="html" xml:base="https://jeffreyshrader.com//jel/"><![CDATA[<p><a href="https://www.nber.org/papers/w34348">New working paper</a>! Derek Lemoine, Catie Hausman, and I have written a review of the economics literature studying damages from climate change. The heart of the review is an argument that, to estimate climate change damages, any single method faces a trilemma. We’d all like to study climate change, which is persistent, widespread, and anticipated. But to do so, papers must trade off quasi-experimental identification, robustness to economic model structure, or fully capturing all of the features of climate change. Rather than cause for despair, though, we view this trilemma as meaning we should embrace the strengths of multiple, different empirical approaches to understanding the economics of climate change. I learned a ton from writing the paper, and I’ll share some highlights in the coming weeks!</p>]]></content><author><name>Jeffrey Shrader</name></author><category term="news" /><summary type="html"><![CDATA[New working paper! Derek Lemoine, Catie Hausman, and I have written a review of the economics literature studying damages from climate change. The heart of the review is an argument that, to estimate climate change damages, any single method faces a trilemma. We’d all like to study climate change, which is persistent, widespread, and anticipated. But to do so, papers must trade off quasi-experimental identification, robustness to economic model structure, or fully capturing all of the features of climate change. Rather than cause for despair, though, we view this trilemma as meaning we should embrace the strengths of multiple, different empirical approaches to understanding the economics of climate change. I learned a ton from writing the paper, and I’ll share some highlights in the coming weeks!]]></summary></entry><entry><title type="html">Progress In Reducing Child Mortality</title><link href="https://jeffreyshrader.com//progress-in-reducing-child-mortality/" rel="alternate" type="text/html" title="Progress In Reducing Child Mortality" /><published>2025-09-26T18:51:00+00:00</published><updated>2025-09-26T18:51:00+00:00</updated><id>https://jeffreyshrader.com//progress-in-reducing-child-mortality</id><content type="html" xml:base="https://jeffreyshrader.com//progress-in-reducing-child-mortality/"><![CDATA[<p>One of the clearest forms of human progress is the reduction in infant and child mortality. But I hadn’t appreciated just how recent, widespread, and fast this progress has been until reading <a href="https://ourworldindata.org/child-mortality-in-the-past">this article from Our World in Data</a>.
<img src="/images/Youth-mortality-rates-over-last-two-millennia-updated-to-2022.png" alt="Youth-mortality-rates-over-last-two-millennia-updated-to-2022.png" />
Consistently across the world, mortality for children under the age of 15 was 40 to 60% basically up until 1900. Then it dropped to 4.3% globally within 120 years, with roughly half of this drop occurring since 1950.</p>

<p>That speed and recency is remarkable. As Max Rosen writes in the article, “Progress can be fast.” The ubiquity of progress is also amazing. For every country on the planet, child mortality has fallen by two-thirds compared to what it was a century ago – and for some countries the reduction is closer to 99%. I would like to have a better understanding of how this achievement has occurred. Sustained economic growth as measured by GDP has been <a href="https://ourworldindata.org/economic-growth-since-1950">widespread but not ubiquitous</a>. What has worked in the health setting that is failing in the economic setting (or am I simply overstating the difference; the same places that have experienced the smallest improvements in child mortality ?</p>

<p>Seeing this graph, I was also curious about data quality. Of course, Our World in Data has a good discussion of this very issue. And I did take a look at the main source for the graph (<a href="https://www.sciencedirect.com/science/article/pii/S1090513812001237">Volk and Atkinson 2013</a>), which seemed reasonable at first glance. Knowing how hard it is to track mortality in the present day, however, I maintain some amount of skepticism.</p>

<p>Finally, while writing this, I also happened to re-read Hilary Mantel’s <em>Wolf Hall</em> and encountered <a href="http://www.telegraph.co.uk/news/bbc/11369868/Wolf-Hall-is-deliberate-perversion-of-history-says-David-Starkey.html">David Starkey’s critique</a> that Mantel’s Cromwell shows anachronistically too much emotion at the loss of his child and wife. As many have pointed out, Starkey didn’t read the book, and if he had, he might have been struck – as I was – by how little explicit mention of these losses is given, though it is clear that the character is suffering. More importantly, this view of historical parents as having less concern for their kids seems outdated and frankly bizarre. Our World in Data has an <a href="https://ourworldindata.org/parents-losing-their-child">entire page on this</a>. And <em>Medieval Children</em> by Orme provides a detailed account (<a href="https://benjaminschwarz.org/2002/03/01/medieval-children/">review and description here</a>).</p>

<hr />
<p style="font-size: 10px">
Version history<br />
2025-09-26: First version<br />
2026-01-23: Typo correction; added thoughts on comparison between GDP growth and mortality change. 
</p>]]></content><author><name>Jeffrey Shrader</name></author><category term="blog" /><category term="thoughts" /><category term="blog" /><summary type="html"><![CDATA[One of the clearest forms of human progress is the reduction in infant and child mortality. But I hadn't appreciated just how recent, widespread, and fast this progress has been until reading [this article from Our World in Data](https://ourworldindata.org/child-mortality-in-the-past). Consistently across the world, mortality for children under the age of 15 was 40 to 60% basically up until 1900. Then it dropped to 4.]]></summary></entry><entry><title type="html">Epa Fuel Comments</title><link href="https://jeffreyshrader.com//epa-fuel-comments/" rel="alternate" type="text/html" title="Epa Fuel Comments" /><published>2025-09-22T00:00:00+00:00</published><updated>2025-09-22T00:00:00+00:00</updated><id>https://jeffreyshrader.com//epa-fuel-comments</id><content type="html" xml:base="https://jeffreyshrader.com//epa-fuel-comments/"><![CDATA[<p>Matthew Gibson and I have submitted <a href="/papers/epa_endangerment_comments_20250922.pdf">even more public comments</a>, this time to the EPA on their “Reconsideration of the 2009 Endangerment Finding and Greenhouse Gas Vehicle Standards.”</p>]]></content><author><name>Jeffrey Shrader</name></author><category term="news" /><summary type="html"><![CDATA[Matthew Gibson and I have submitted even more public comments, this time to the EPA on their “Reconsideration of the 2009 Endangerment Finding and Greenhouse Gas Vehicle Standards.”]]></summary></entry></feed>