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		<title>The exposed counties (from my email)</title>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Wed, 22 Apr 2026 18:03:23 +0000</pubDate>
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					<description><![CDATA[<p>Professor Cowen, Built a county-level AI displacement model across all 3,204 US counties. Top 5 most exposed counties are all in the DC metro, not the Rust Belt. https://yourjobrisk.com https://jakeprokopets.substack.com/p/why-the-most-ai-exposed-counties 18, built it in three days. Jake Prokopets</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html">The exposed counties (from my email)</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037980">In reply to Drew.   That's a Google parking lot in Reston so ...</a> <i>by P2415</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037976">The model assumes that radiologists have high exposure to AI, ...</a> <i>by Mark C</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037973">In reply to Will.   Little boys and girls of canivale the ...</a> <i>by Hi</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037972">Impressive substance and balanced perspective; remarkable for ...</a> <i>by Run2Fire</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037970">In reply to RAD.   Aaron's report   Well does evil have hr ...</a> <i>by 5 g 5 g</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
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										<content:encoded><![CDATA[<blockquote><p>Professor Cowen,</p>
<p>Built a county-level AI displacement model across all 3,204 US counties. Top 5 most exposed counties are all in the DC metro, not the Rust Belt.</p>
<p><a title="https://secure-web.cisco.com/1jbthubFVyGwiz2WYwMk3z8ht41JpTCHmaBOgn5Xe9--gHrSOcLfftbxPJ8kzzANHxoX0PWX5TCr_Wpd1KlhTqxvVRDrvuI7PXXHpUkfycRt4K5coS-CtoXz705d37ubVFbapjESkpltbjr2XshiivuK4XcYuZHv_wNWakm9Zn_YpchsrZKcENSN8krZpTBVUtMDr27M7tPtyMN1KkHnmboLI7xLXYKXGwIX_6Le1w7l0bZyeUFXAdmAgc0YYvb4nUK0xmLP6oQqAN5sB5w1f0hO2p-h85NedPyLrnnH4Y1ChYlxe57XZtxkHAYYoejL-_tAgAEjVMSq7LJabbKJLPc1XoLfTTsnPA2hay3gqxASrMhQTmkJyxAKhHyGGFXoSoBUx7D3oY8-aMQ0bc5JLu793W4i3UvEj7YArX33FzPGunAYlfJVIOKE6Ko4aWrBS/https%3A%2F%2Fyourjobrisk.com" href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://secure-web.cisco.com/1jbthubFVyGwiz2WYwMk3z8ht41JpTCHmaBOgn5Xe9--gHrSOcLfftbxPJ8kzzANHxoX0PWX5TCr_Wpd1KlhTqxvVRDrvuI7PXXHpUkfycRt4K5coS-CtoXz705d37ubVFbapjESkpltbjr2XshiivuK4XcYuZHv_wNWakm9Zn_YpchsrZKcENSN8krZpTBVUtMDr27M7tPtyMN1KkHnmboLI7xLXYKXGwIX_6Le1w7l0bZyeUFXAdmAgc0YYvb4nUK0xmLP6oQqAN5sB5w1f0hO2p-h85NedPyLrnnH4Y1ChYlxe57XZtxkHAYYoejL-_tAgAEjVMSq7LJabbKJLPc1XoLfTTsnPA2hay3gqxASrMhQTmkJyxAKhHyGGFXoSoBUx7D3oY8-aMQ0bc5JLu793W4i3UvEj7YArX33FzPGunAYlfJVIOKE6Ko4aWrBS/https%3A%2F%2Fyourjobrisk.com" target="_blank" rel="noopener noreferrer" data-auth="NotApplicable" data-linkindex="0">https://yourjobrisk.com</a></p>
<p><a title="Original URL: https://jakeprokopets.substack.com/p/why-the-most-ai-exposed-counties. Click or tap if you trust this link." href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2Fjakeprokopets.substack.com%2Fp%2Fwhy-the-most-ai-exposed-counties&amp;data=05%7C02%7Ctcowen%40gmu.edu%7Cdefc1a02ad2e4f9a5a1e08de9f3d22ab%7C9e857255df574c47a0c00546460380cb%7C0%7C0%7C639123283095234154%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C80000%7C%7C%7C&amp;sdata=Mo0hNneKbPWy6vkEoEV3YB5u7WAAodKI5aTL6YFmnpM%3D&amp;reserved=0" target="_blank" rel="noopener noreferrer" data-auth="NotApplicable" data-linkindex="1">https://jakeprokopets.substack.com/p/why-the-most-ai-exposed-counties</a></p>
<p>18, built it in three days.</p>
<p>Jake Prokopets</p></blockquote>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html">The exposed counties (from my email)</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037980">In reply to Drew.   That's a Google parking lot in Reston so ...</a> <i>by P2415</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037976">The model assumes that radiologists have high exposure to AI, ...</a> <i>by Mark C</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037973">In reply to Will.   Little boys and girls of canivale the ...</a> <i>by Hi</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037972">Impressive substance and balanced perspective; remarkable for ...</a> <i>by Run2Fire</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comment-161037970">In reply to RAD.   Aaron's report   Well does evil have hr ...</a> <i>by 5 g 5 g</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-exposed-counties-from-my-email.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
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		<title>Wednesday assorted links</title>
		<link>https://feeds.feedblitz.com/~/954253982/0/marginalrevolution~Wednesday-assorted-links.html</link>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Wed, 22 Apr 2026 15:48:13 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://marginalrevolution.com/?p=92869</guid>
					<description><![CDATA[<p>1. On health care price transparency. 2. Interview with Sindarov&#8217;s trainer. 3. Tariff increases are contractionary. 4. Progress Conference 2026. 5. U.S. manufacturing capacity has been growing for sixteen consecutive quarters. 6. Dean Ball book on AI is coming. 7. DEI statement requirements in academic hiring have more than halved within a year. 8. Christopher [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html">Wednesday assorted links</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
<div style="clear:both;padding-top:0.2em;"><a title="Like on Facebook" href="https://feeds.feedblitz.com/_/28/954253982/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Pin it!" href="https://feeds.feedblitz.com/_/29/954253982/marginalrevolution,"><img height="20" src="https://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Post to X.com" href="https://feeds.feedblitz.com/_/24/954253982/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/x.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by email" href="https://feeds.feedblitz.com/_/19/954253982/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/email20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by RSS" href="https://feeds.feedblitz.com/_/20/954253982/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/rss20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a rel="NOFOLLOW" title="View Comments" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comments"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/comments20.png"></a>&#160;<a title="Follow Comments via RSS" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html/feed"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/commentsrss20.png"></a>&nbsp;
<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037989">In reply to Anti-Gnostic.   Can I get liberalized suicide ...</a> <i>by rsm</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037987">In reply to rayward.   Hasn't Trump redefined economic ...</a> <i>by rsm</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037986">In reply to Etalon d'Silomar.   Did you read the part about a ...</a> <i>by Han</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037985">In reply to MT.   What do you call it when you only build ...</a> <i>by rsm</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037984">In reply to Abelard Lindsey.   Summary quote:   “Quite simply ...</a> <i>by Abelard Lindsey</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<p>1. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://nicholasdecker.substack.com/p/will-price-transparency-cure-americas?utm_source=post-email-title&amp;publication_id=747616&amp;post_id=194571601&amp;utm_campaign=email-post-title&amp;isFreemail=false&amp;r=3o9&amp;triedRedirect=true&amp;utm_medium=email" target="_blank" rel="noopener">On health care price transparency</a>.</p>
<p>2. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://chessbase.in/news/the-coach-of-javokhir-sindarov-roman-vidonyak" target="_blank" rel="noopener">Interview with Sindarov&#8217;s trainer</a>.</p>
<p>3. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.nber.org/papers/w35102" target="_blank" rel="noopener">Tariff increases are contractionary</a>.</p>
<p>4. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://newsletter.rootsofprogress.org/p/announcing-progress-conference-2026?utm_medium=email&amp;_hsenc=p2ANqtz--9CmPuIY4ZHAqx9wDw23Ug9qKwADszjROENyMxEAEwAxWGtr8N0sF48xh-2mjYZOYzyJUpPraAhpts_K4YpTmGrAEtow&amp;_hsmi=27384493&amp;utm_content=27384493&amp;utm_source=hs_email" target="_blank" rel="noopener">Progress Conference 2026</a>.</p>
<p>5.<a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/ChurchillWw/status/2045579911595757918" target="_blank" rel="noopener"> U.S. manufacturing capacity has been growing for sixteen consecutive quarters</a>.</p>
<p>6. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/deanwball/status/2046660206143193168?s=46" target="_blank" rel="noopener">Dean Ball book on AI is coming</a>.</p>
<p>7. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://davidrozado.substack.com/p/dei-statement-requirements-in-faculty" target="_blank" rel="noopener">DEI statement requirements in academic hiring have more than halved within a year</a>.</p>
<p>8. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/Jon_Hartley_/status/2046711350987260392?s=20" target="_blank" rel="noopener">Christopher Phelan nominated to be CEA chair</a>.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html">Wednesday assorted links</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037989">In reply to Anti-Gnostic.   Can I get liberalized suicide ...</a> <i>by rsm</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037987">In reply to rayward.   Hasn't Trump redefined economic ...</a> <i>by rsm</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037986">In reply to Etalon d'Silomar.   Did you read the part about a ...</a> <i>by Han</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037985">In reply to MT.   What do you call it when you only build ...</a> <i>by rsm</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comment-161037984">In reply to Abelard Lindsey.   Summary quote:   “Quite simply ...</a> <i>by Abelard Lindsey</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/wednesday-assorted-links-550.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
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		<title>Ending the Occupational Licensing Racket</title>
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		<dc:creator><![CDATA[Alex Tabarrok]]></dc:creator>
		<pubDate>Wed, 22 Apr 2026 11:21:26 +0000</pubDate>
				<category><![CDATA[Economics]]></category>
		<category><![CDATA[Law]]></category>
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					<description><![CDATA[<p>VinNews: The Rockland County Legislature approved amendments to the Home Improvement Law, dissolving the existing Home Improvement Licensing Board and shifting primary licensing authority to the Legislature itself&#8230;Under the new rules, the former licensing board will be reduced to an advisory role, losing its power to issue or revoke licenses. Licensing responsibilities will now fall [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html">Ending the Occupational Licensing Racket</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037896">In reply to Hazel Meade.   The SPLC has arguable, attackable ...</a> <i>by MikeT</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037888">In reply to Gilligan.   I agree, but I don't think a cabal of ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037887">In reply to Wayfaring Stranger.   Both parties love regulation ...</a> <i>by Hazel Meade</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037877">In reply to Hazel Meade.   How long on this thread are you ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037874">In reply to Anon.   There is a big difference between barbers ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html?utm_source=rss&utm_medium=rss&utm_campaign=the-empirically-inscrutable-climate-economy-relationship">The empirically inscrutable climate-economy relationship</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html?utm_source=rss&utm_medium=rss&utm_campaign=the-luddites-were-the-first-to-attack-ai">The Luddites Were the First to Attack AI</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html?utm_source=rss&utm_medium=rss&utm_campaign=a-comparison-of-agentic-ai-systems-and-human-economists">A Comparison of Agentic AI Systems and Human Economists</a></li></ul>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<blockquote><p><a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://vinnews.com/2026/04/15/rockland-county-legislature-overhauls-home-improvement-contractor-licensing-rules/">VinNews</a>: The Rockland County Legislature approved amendments to the Home Improvement Law, dissolving the existing Home Improvement Licensing Board and shifting primary licensing authority to the Legislature itself&#8230;Under the new rules, the former licensing board will be reduced to an advisory role, losing its power to issue or revoke licenses. Licensing responsibilities will now fall under the Rockland County Legislature&#8230;</p></blockquote>
<p>This is an interesting change and worth studying. In the Licensing Racket, which <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.wsj.com/arts-culture/books/the-licensing-racket-review-theres-a-board-for-that-3da68d0a">I reviewed for the WSJ</a>, Rebecca Haw Allensworth emphasizes that occupational licensing boards put the fox in charge of the chickens:</p>
<blockquote>
<p class="css-i0p3hh e1ybt7c50" data-type="paragraph">Governments enact occupational-licensing laws but rarely handle regulation directly—there’s no Bureau of Hair Braiding. Instead, interpretation and enforcement are delegated to licensing boards, typically dominated by members of the profession. Occupational licensing is self-regulation. The outcome is predictable: Driven by self-interest, professional identity and culture, these boards consistently favor their own members over consumers.</p>
<p class="css-i0p3hh e1ybt7c50" data-type="paragraph">Ms. Allensworth conducted exhaustive research for “The Licensing Racket,” spending hundreds of hours attending board meetings—often as the only nonboard member present. At the Tennessee board of alarm-system contractors, most of the complaints come from consumers who report the sort of issues that licensing is meant to prevent: poor installation, code violations, high-pressure sales tactics and exploitation of the elderly. But the board dismisses most of these complaints against its own members, and is far more aggressive in disciplining unlicensed handymen who occasionally install alarm systems. As Ms. Allensworth notes, “the board was ten times more likely to take action in a case alleging unlicensed practice than one complaining about service quality or safety.”</p>
</blockquote>
<p data-type="paragraph">Moving regulation out of the hands of the regulated could be an improvement but there are also advantages to self-regulation. See <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.wsj.com/arts-culture/books/the-licensing-racket-review-theres-a-board-for-that-3da68d0a">my review</a> for other reform possibilities.</p>
<p data-type="paragraph">Hat tip: Heshy.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html">Ending the Occupational Licensing Racket</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037896">In reply to Hazel Meade.   The SPLC has arguable, attackable ...</a> <i>by MikeT</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037888">In reply to Gilligan.   I agree, but I don't think a cabal of ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037887">In reply to Wayfaring Stranger.   Both parties love regulation ...</a> <i>by Hazel Meade</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037877">In reply to Hazel Meade.   How long on this thread are you ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comment-161037874">In reply to Anon.   There is a big difference between barbers ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html?utm_source=rss&utm_medium=rss&utm_campaign=the-empirically-inscrutable-climate-economy-relationship">The empirically inscrutable climate-economy relationship</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html?utm_source=rss&utm_medium=rss&utm_campaign=the-luddites-were-the-first-to-attack-ai">The Luddites Were the First to Attack AI</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html?utm_source=rss&utm_medium=rss&utm_campaign=a-comparison-of-agentic-ai-systems-and-human-economists">A Comparison of Agentic AI Systems and Human Economists</a></li></ul>&#160;</div>]]>
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		<title>The empirically inscrutable climate-economy relationship</title>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Wed, 22 Apr 2026 07:27:12 +0000</pubDate>
				<category><![CDATA[Economics]]></category>
		<guid isPermaLink="false">https://marginalrevolution.com/?p=92884</guid>
					<description><![CDATA[<p>From Finbar Curtin and Matthew G. Burgess, here is the paper.  Here is the thread, worth a read.  Important stuff, I hope to hear more about this.  The whole climate to gdp transmission thing does not seem to be working very well?</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html">The empirically inscrutable climate-economy relationship</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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</description>
										<content:encoded><![CDATA[<p>From Finbar Curtin and Matthew G. Burgess, here is <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://osf.io/preprints/socarxiv/g8khf_v2" target="_blank" rel="noopener">the paper</a>.  Here is <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/finbarcurtin/status/2046267342041252109?s=46&amp;t=fSypFxt84bBHId-do9r5Ag" target="_blank" rel="noopener">the thread</a>, worth a read.  Important stuff, I hope to hear more about this.  The whole climate to gdp transmission thing does not seem to be working very well?</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html">The empirically inscrutable climate-economy relationship</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html#comment-161037957">In reply to Anti-Gnostic.   Under what authority was I ...</a> <i>by rsm</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html#comment-161037956">In reply to Dredd.   Shipping data: UNCTAD releases new ...</a> <i>by Dredd</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html#comment-161037949">In reply to rsm.   It is legal. You can kill yourself whenever ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html#comment-161037948">The paper indicates that “Climate change can affect the ...</a> <i>by Dredd</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html#comment-161037942">In reply to Hadur.   Fundamentally, every government needs to ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html?utm_source=rss&utm_medium=rss&utm_campaign=ending-the-occupational-licensing-racket">Ending the Occupational Licensing Racket</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html?utm_source=rss&utm_medium=rss&utm_campaign=a-comparison-of-agentic-ai-systems-and-human-economists">A Comparison of Agentic AI Systems and Human Economists</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/on-the-impact-of-trumps-tariffs.html?utm_source=rss&utm_medium=rss&utm_campaign=on-the-impact-of-trumps-tariffs">On the impact of Trump&#8217;s tariffs</a></li></ul>&#160;</div>]]>
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		<title>Technological unemployment in Victorian Britain</title>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Wed, 22 Apr 2026 04:36:08 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
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					<description><![CDATA[<p>We do not know whether technological unemployment swept across England in the wake of the British Industrial Revolution. In this paper, I propose an approach to quantify jobs lost to, and created by, creative destruction in the 19th century. Using over 170 million individual records from the full-count British census (1851–1911), I generate sub-industry “task” [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html">Technological unemployment in Victorian Britain</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037882">In reply to rayward.   >AI is a poor substitute for humans in ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037853">In reply to rayward.   The common rejoinder to my comment about ...</a> <i>by rayward</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037836">In reply to Flex.   According to this paper, if you just wait ...</a> <i>by Tom T.</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037835">In reply to Mark C.   Ah but you can blame the AI package. ...</a> <i>by dearieme</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037833">When I started Primary School (i.e. aged five) I wore clogs – ...</a> <i>by dearieme</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<blockquote><p>We do not know whether technological unemployment swept across England in the wake of the British Industrial Revolution. In this paper, I propose an approach to quantify jobs lost to, and created by, creative destruction in the 19th century. Using over 170 million individual records from the full-count British census (1851–1911), I generate sub-industry “task” level occupational data. I apply this to the English bootmaking industry as it mechanized. The new data reveal sharp structural changes: 152,000 artisanal jobs disappeared as skills became obsolete, while 144,000 new jobs emerged. However, incumbent bootmakers were rarely displaced. Instead, the decline was driven by young men no longer entering the artisanal trade. These findings challenge assumptions about displacement, showing how slow adoption and persistent demand can shield existing workers, while opportunities vanish for new entrants.</p></blockquote>
<p>That is<a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://github.com/HillaryVipond/JMP/blob/main/Technological_Unemployment_in_Victorian_Britain_VipondH.pdf" target="_blank" rel="noopener"> a recent paper</a> by <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.hillaryvipond.com/" target="_blank" rel="noopener">Hillary Vipond</a>, a recent PhD from LSE.  Via <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/_LukasFreund_/status/2045572421025996948" target="_blank" rel="noopener">Lukas Freund</a>.  Here are <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.hillaryvipond.com/research/" target="_blank" rel="noopener">other papers by Hillary</a>, some of them on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://researchonline.lse.ac.uk/id/eprint/119282/1/WP354.pdf" target="_blank" rel="noopener">what we can learn about automation from economic history</a>.  Here is <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/hillaryvipond" target="_blank" rel="noopener">Hillary on Twitter</a>.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html">Technological unemployment in Victorian Britain</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037882">In reply to rayward.   >AI is a poor substitute for humans in ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037853">In reply to rayward.   The common rejoinder to my comment about ...</a> <i>by rayward</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037836">In reply to Flex.   According to this paper, if you just wait ...</a> <i>by Tom T.</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037835">In reply to Mark C.   Ah but you can blame the AI package. ...</a> <i>by dearieme</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comment-161037833">When I started Primary School (i.e. aged five) I wore clogs – ...</a> <i>by dearieme</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/technological-unemployment-in-victorian-britain.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Tue, 21 Apr 2026 19:47:44 +0000</pubDate>
				<category><![CDATA[Education]]></category>
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					<description><![CDATA[<p>Created by Alex T., and of course GPT as well.</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html">Imagegen 2.0</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037968">In reply to I am struck.   You have to be impressed (I ...</a> <i>by anon</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037807">In reply to Anoniemoose.   They’re “profoundly wrong.” ...</a> <i>by Terry richards</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037792">In reply to Vaquero.   ^ Human slop</a> <i>by Leo</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037791">This is what my students' presentation slides look like. Lots ...</a> <i>by Tom</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037735">In reply to I am struck.   You must be new to the internet ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html?utm_source=rss&utm_medium=rss&utm_campaign=a-comparison-of-agentic-ai-systems-and-human-economists">A Comparison of Agentic AI Systems and Human Economists</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html?utm_source=rss&utm_medium=rss&utm_campaign=eight-rules-to-regain-public-trust-in-academia">Eight Rules to Regain Public Trust in Academia</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html?utm_source=rss&utm_medium=rss&utm_campaign=how-long-should-a-college-degree-take">How long should a college degree take?</a></li></ul>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<p><img decoding="async" src="https://pbs.twimg.com/media/HGc7l4mW4AAhz2s?format=jpg&amp;name=small" alt="Image" /></p>
<p>Created by Alex T., and of course GPT as well.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html">Imagegen 2.0</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037968">In reply to I am struck.   You have to be impressed (I ...</a> <i>by anon</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037807">In reply to Anoniemoose.   They’re “profoundly wrong.” ...</a> <i>by Terry richards</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037792">In reply to Vaquero.   ^ Human slop</a> <i>by Leo</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037791">This is what my students' presentation slides look like. Lots ...</a> <i>by Tom</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comment-161037735">In reply to I am struck.   You must be new to the internet ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html?utm_source=rss&utm_medium=rss&utm_campaign=a-comparison-of-agentic-ai-systems-and-human-economists">A Comparison of Agentic AI Systems and Human Economists</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html?utm_source=rss&utm_medium=rss&utm_campaign=eight-rules-to-regain-public-trust-in-academia">Eight Rules to Regain Public Trust in Academia</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html?utm_source=rss&utm_medium=rss&utm_campaign=how-long-should-a-college-degree-take">How long should a college degree take?</a></li></ul>&#160;</div>]]>
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		<title>Tuesday assorted links</title>
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					<comments>https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comments</comments>
		
		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Tue, 21 Apr 2026 17:34:33 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://marginalrevolution.com/?p=92872</guid>
					<description><![CDATA[<p>1. Desmond Morris, RIP (NYT). 2. A long NYT feature on how to be cultured. 3. &#8220;We apply our theory to US state legislative elections, and find that ideologically extreme candidates receive significantly lower voter support in initiative than in non-initiative states.&#8221; 4. Guinea worm eradicated. 5. People laid off from USAID (NYT). 6. Ariel [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html">Tuesday assorted links</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
<div style="clear:both;padding-top:0.2em;"><a title="Like on Facebook" href="https://feeds.feedblitz.com/_/28/954173444/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Pin it!" href="https://feeds.feedblitz.com/_/29/954173444/marginalrevolution,"><img height="20" src="https://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Post to X.com" href="https://feeds.feedblitz.com/_/24/954173444/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/x.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by email" href="https://feeds.feedblitz.com/_/19/954173444/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/email20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by RSS" href="https://feeds.feedblitz.com/_/20/954173444/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/rss20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a rel="NOFOLLOW" title="View Comments" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comments"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/comments20.png"></a>&#160;<a title="Follow Comments via RSS" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html/feed"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/commentsrss20.png"></a>&nbsp;
<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037988">In reply to Gilligan.   Apparently, working as a bureaucrat in ...</a> <i>by Big Al</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037982">In reply to mkt42.   Knowing Ariel, these are cafes he happened ...</a> <i>by Guy</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037850">In reply to notReally.   USAID was a pure transfer payment ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037813">In reply to Gilligan.   The article was poorly written. It was ...</a> <i>by CB</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037810">In reply to notReally.   Unelected, extra-legal hackers cut ...</a> <i>by CB</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<p>1. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.nytimes.com/2026/04/20/science/desmond-morris-dead.html" target="_blank" rel="noopener">Desmond Morris, RIP</a> (NYT).</p>
<p>2.<a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.nytimes.com/interactive/2026/04/17/t-magazine/culture-guides-film-art-food-literature.html" target="_blank" rel="noopener"> A long NYT feature on how to be cultured</a>.</p>
<p>3. &#8220;<a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://onlinelibrary.wiley.com/doi/full/10.1111/ecca.70048" target="_blank" rel="noopener">We apply our theory to US state legislative elections, and find that ideologically extreme candidates receive significantly lower voter support in initiative than in non-initiative states.</a>&#8221;</p>
<p>4. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/anishmoonka/status/2045757539409621414" target="_blank" rel="noopener">Guinea worm eradicated</a>.</p>
<p>5. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.nytimes.com/2026/04/21/us/politics/usaid-former-employees.html" target="_blank" rel="noopener">People laid off from USAID</a> (NYT).</p>
<p>6. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://arielrubinstein.org/papers/ninny.pdf" target="_blank" rel="noopener">Ariel Rubinstein tells his story</a>.  And <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://arielrubinstein.org/" target="_blank" rel="noopener">his home page more generally</a>.</p>
<p>7. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/deirdremcclosk/status/2046558567210348837?s=61" target="_blank" rel="noopener">Deirdre on Doug North and neo-institutionalism</a>.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html">Tuesday assorted links</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037988">In reply to Gilligan.   Apparently, working as a bureaucrat in ...</a> <i>by Big Al</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037982">In reply to mkt42.   Knowing Ariel, these are cafes he happened ...</a> <i>by Guy</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037850">In reply to notReally.   USAID was a pure transfer payment ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037813">In reply to Gilligan.   The article was poorly written. It was ...</a> <i>by CB</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comment-161037810">In reply to notReally.   Unelected, extra-legal hackers cut ...</a> <i>by CB</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/tuesday-assorted-links-565.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
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		<title>The Average is Over generation?</title>
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					<comments>https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comments</comments>
		
		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Tue, 21 Apr 2026 16:29:11 +0000</pubDate>
				<category><![CDATA[Data Source]]></category>
		<guid isPermaLink="false">https://marginalrevolution.com/?p=92868</guid>
					<description><![CDATA[<p>The result is that even though today’s young adults, and graduates in particular, are over-represented in the top quartile of the earnings distribution, they are also far more likely to be at the bottom than the top for earnings relative to reasonable expectations. In both the UK and US, even though only 10 percent of [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html">The Average is Over generation?</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037717">In reply to Tyler_Attorney.   I'd start with the promises our ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037695">In reply to Seattle runner.   Cant be much worse than Seattle ...</a> <i>by Wayfaring Stranger</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037679">In reply to Tyler_Attorney.   “elite overproduction”</a> <i>by Brent Buckner</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037656">In reply to Tyler_Attorney.   “relative to reasonable ...</a> <i>by dearieme</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037639">In reply to hash872.   Indeed; I have had a Gell-Mann amnesia ...</a> <i>by M</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comments">Plus 9 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/on-the-impact-of-trumps-tariffs.html?utm_source=rss&utm_medium=rss&utm_campaign=on-the-impact-of-trumps-tariffs">On the impact of Trump&#8217;s tariffs</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/birthright-citizenship-and-youth-crime.html?utm_source=rss&utm_medium=rss&utm_campaign=birthright-citizenship-and-youth-crime">Birthright Citizenship and Youth Crime</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/dark-labor-claims-to-upset-almost-everybody.html?utm_source=rss&utm_medium=rss&utm_campaign=dark-labor-claims-to-upset-almost-everybody">&#8220;Dark labor&#8221; claims to upset almost everybody</a></li></ul>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<blockquote><p>The result is that even though today’s young adults, and graduates in particular, are over-represented in the top quartile of the earnings distribution, they are also far more likely to be at the bottom than the top for earnings relative to reasonable expectations. In both the UK and US, even though only 10 percent of graduates are in the lowest earnings quartile, one in three is in the bottom bracket for earnings relative to expectations.</p></blockquote>
<p>Here is <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.ft.com/content/b61f60a3-d4d7-46d9-aa6f-dd78dffe71f5?syn-25a6b1a6=1" target="_blank" rel="noopener">more from John Burn-Murdoch at the FT</a>.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html">The Average is Over generation?</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037717">In reply to Tyler_Attorney.   I'd start with the promises our ...</a> <i>by Gilligan</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037695">In reply to Seattle runner.   Cant be much worse than Seattle ...</a> <i>by Wayfaring Stranger</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037679">In reply to Tyler_Attorney.   “elite overproduction”</a> <i>by Brent Buckner</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037656">In reply to Tyler_Attorney.   “relative to reasonable ...</a> <i>by dearieme</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comment-161037639">In reply to hash872.   Indeed; I have had a Gell-Mann amnesia ...</a> <i>by M</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-average-is-over-generation.html#comments">Plus 9 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/on-the-impact-of-trumps-tariffs.html?utm_source=rss&utm_medium=rss&utm_campaign=on-the-impact-of-trumps-tariffs">On the impact of Trump&#8217;s tariffs</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/birthright-citizenship-and-youth-crime.html?utm_source=rss&utm_medium=rss&utm_campaign=birthright-citizenship-and-youth-crime">Birthright Citizenship and Youth Crime</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/dark-labor-claims-to-upset-almost-everybody.html?utm_source=rss&utm_medium=rss&utm_campaign=dark-labor-claims-to-upset-almost-everybody">&#8220;Dark labor&#8221; claims to upset almost everybody</a></li></ul>&#160;</div>]]>
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		<title>The Luddites Were the First to Attack AI</title>
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		<dc:creator><![CDATA[Alex Tabarrok]]></dc:creator>
		<pubDate>Tue, 21 Apr 2026 11:18:30 +0000</pubDate>
				<category><![CDATA[Current Affairs]]></category>
		<category><![CDATA[History]]></category>
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		<guid isPermaLink="false">https://marginalrevolution.com/?p=92864</guid>
					<description><![CDATA[<p>Everyone knows the Luddites smashed looms. What is less appreciated is that the loom was the first serious programmable device — the direct ancestor of the computer. Thus, the Luddites weren&#8217;t just the first to resist automation. They were in some ways the first to attack AI. The Jacquard loom, introduced in France circa 1805, [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html">The Luddites Were the First to Attack AI</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
<div style="clear:both;padding-top:0.2em;"><a title="Like on Facebook" href="https://feeds.feedblitz.com/_/28/954150101/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Pin it!" href="https://feeds.feedblitz.com/_/29/954150101/marginalrevolution,https%3a%2f%2fmarginalrevolution.com%2fwp-content%2fuploads%2f2026%2f04%2fJacquard-loom-1-1024x576.webp"><img height="20" src="https://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Post to X.com" href="https://feeds.feedblitz.com/_/24/954150101/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/x.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by email" href="https://feeds.feedblitz.com/_/19/954150101/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/email20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by RSS" href="https://feeds.feedblitz.com/_/20/954150101/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/rss20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a rel="NOFOLLOW" title="View Comments" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html#comments"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/comments20.png"></a>&#160;<a title="Follow Comments via RSS" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html/feed"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/commentsrss20.png"></a>&nbsp;
<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html#comment-161037857">In reply to Wayfaring Stranger.   “I don't feel that society ...</a> <i>by anonprof</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html#comment-161037816">In reply to Bill Allen.   If you stopped prompting it, it gave ...</a> <i>by So...</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html#comment-161037726">It is rather amusing how the Luddites were a historical ...</a> <i>by Will</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html#comment-161037709">So you are saying the center of the Luddite riots was somewhere ...</a> <i>by Dzhaughn</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html#comment-161037680">You want to destroy AI because you are a Luddite.   I want to ...</a> <i>by Clode</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/moonsteading.html?utm_source=rss&utm_medium=rss&utm_campaign=moonsteading">Moonsteading</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/incentives-matter-mexican-cartel-edition.html?utm_source=rss&utm_medium=rss&utm_campaign=incentives-matter-mexican-cartel-edition">Incentives matter, Mexican cartel edition</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html?utm_source=rss&utm_medium=rss&utm_campaign=ending-the-occupational-licensing-racket">Ending the Occupational Licensing Racket</a></li></ul>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<p>Everyone knows the Luddites smashed looms. What is less appreciated is that the loom was the first serious programmable device — the direct ancestor of the computer. Thus, the Luddites weren&#8217;t just the first to resist automation. They were in some ways the first to attack AI.</p>
<figure id="attachment_92865" aria-describedby="caption-attachment-92865" style="width: 611px" class="wp-caption alignright"><img fetchpriority="high" decoding="async" class="wp-image-92865" src="https://marginalrevolution.com/wp-content/uploads/2026/04/Jacquard-loom-1-1024x576.webp" alt="" width="611" height="344" srcset="https://marginalrevolution.com/wp-content/uploads/2026/04/Jacquard-loom-1-1024x576.webp 1024w, https://marginalrevolution.com/wp-content/uploads/2026/04/Jacquard-loom-1-300x169.webp 300w, https://marginalrevolution.com/wp-content/uploads/2026/04/Jacquard-loom-1-768x432.webp 768w, https://marginalrevolution.com/wp-content/uploads/2026/04/Jacquard-loom-1-480x270.webp 480w, https://marginalrevolution.com/wp-content/uploads/2026/04/Jacquard-loom-1-960x540.webp 960w, https://marginalrevolution.com/wp-content/uploads/2026/04/Jacquard-loom-1.webp 1200w" sizes="(max-width: 611px) 100vw, 611px" /><figcaption id="caption-attachment-92865" class="wp-caption-text">https://encyclopedia.design/2023/06/18/weaving-wonders-the-jacquard-looms-textile-revolution/</figcaption></figure>
<p>The Jacquard loom, introduced in France circa 1805, used a chain of punched cards to control which threads were raised for each pass of the shuttle. The ability to change the pattern of the loom&#8217;s weave by simply changing cards was an important conceptual precursor to computer programming. Babbage borrowed the idea directly for the Analytical Engine in the 1830s.</p>
<p>The Luddites lost&#8211;they were violently suppressed by the UK military&#8211;but more generally they lost because programmable looms brought <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://encyclopedia.design/2023/06/18/weaving-wonders-the-jacquard-looms-textile-revolution/">patterned clothes to the masses</a>.</p>
<blockquote><p>Prior to its invention, the creation of complex patterns required skilled and labour-intensive manual labour, often involving large teams of weavers. With the Jacquard loom, a single operator could control the machine and produce intricate designs with relative ease.</p>
<p>This innovation greatly increased the speed and efficiency of textile production. It also opened up new possibilities for creativity and design, as the loom enabled the production of intricate patterns that were previously unattainable. The Jacquard loom contributed to the democratization of textile manufacturing, making intricate fabrics accessible to a wider audience</p></blockquote>
<p>By the time Jacquard died in 1834, <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.scienceandindustrymuseum.org.uk/objects-and-stories/jacquard-loom">thousands of his looms</a> were operating in Manchester, an epi-center of the Luddites riots. Moreover, just over 100 years later, Manchester birthed the Manchester Baby and the Manchester Mark 1, the first electronic stored-program computer. And who was hired to program the latter? None other than Alan Turing.</p>
<p><a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.fourmilab.ch/babbage/sketch.html">Ada Lovelace</a> had foretold it all beautifully: &#8220;the Analytical Engine weaves algebraical patterns just as the Jacquard-loom weaves flowers and leaves.&#8221;</p>
<p><strong>Addendum</strong>: I thank Claude for assistance on this post.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html">The Luddites Were the First to Attack AI</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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		<title>A Comparison of Agentic AI Systems and Human Economists</title>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Tue, 21 Apr 2026 04:25:44 +0000</pubDate>
				<category><![CDATA[Economics]]></category>
		<category><![CDATA[Science]]></category>
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					<description><![CDATA[<p>This paper compares agentic AI systems and human economists performing the same causal inference tasks. AI systems and humans generally obtain similar median causal effect estimates. While there is substantial dispersion of estimates across model instances, the human distributions of estimates have wider tails. Using AI models as reviewers to compare and rank “submissions,” the [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html">A Comparison of Agentic AI Systems and Human Economists</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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</description>
										<content:encoded><![CDATA[<blockquote><p>This paper compares agentic AI systems and human economists performing the same causal inference tasks. AI systems and humans generally obtain similar median causal effect estimates. While there is substantial dispersion of estimates across model instances, the human distributions of estimates have wider tails. Using AI models as reviewers to compare and rank “submissions,” the following ranking emerges regardless of reviewer model: (1) Codex GPT-5.4, (2) Codex GPT-5.3-Codex, (3) Claude Code Opus 4.6, and (4) Human Researchers. These findings suggest that agentic AI systems will allow us to scale empirical research in economics.</p></blockquote>
<p>I enjoy the name of the author, namely Serafin Grundl.  Here is <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://claude-code-economist.com/data/paper.pdf" target="_blank" rel="noopener">the paper</a>, via <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/emollick/status/2046362044786458648" target="_blank" rel="noopener">Ethan Mollick</a>.  You could interpret these results as showing the AIs have fewer hallucinations.  And just to reiterate a key point from the paper:</p>
<blockquote><p>The second part of this paper is an AI review tournament in which “submissions” (codes and write-ups) from humans and the AI models are compared and ranked against each other. The reviewers are the following AI models: Gemini 3.1 Pro Preview, Opus 4.6 and GPT-5.4. For each review the reviewer is asked to write a report comparing four submissions (human, Opus 4.6, GPT-5.3-Codex, GPT-5.4). Each reviewer model writes comparison reports for the same 300 comparison groups. The average rankings are strikingly similar across reviewer models: (1) Codex GPT-5.4, (2) Codex GPT-5.3-Codex, (3) Claude Code Opus 4.6, and 2(4) Human Researchers.</p></blockquote>
<p>Who comes in last?  Hi people!</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html#comment-161037937">In reply to James.   “everyone knows” is not a particularly ...</a> <i>by Derek</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html#comment-161037671">Absolute amateur hour.   I have worked for over 15 years in AI, ...</a> <i>by James</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html#comment-161037572">I would expect agentic AI systems to outperform humans at ...</a> <i>by Mark C</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html#comment-161037567">In reply to BC.   There was a recent report about AI benchmarks ...</a> <i>by Joseph K</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html#comment-161037547">In reply to Tyler’s Conscience.   TC, you do not know what ...</a> <i>by Old Programmer</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/a-comparison-of-agentic-ai-systems-and-human-economists.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/ending-the-occupational-licensing-racket.html?utm_source=rss&utm_medium=rss&utm_campaign=ending-the-occupational-licensing-racket">Ending the Occupational Licensing Racket</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-empirically-inscrutable-climate-economy-relationship.html?utm_source=rss&utm_medium=rss&utm_campaign=the-empirically-inscrutable-climate-economy-relationship">The empirically inscrutable climate-economy relationship</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html?utm_source=rss&utm_medium=rss&utm_campaign=images-2-0">Images 2.0</a></li></ul>&#160;</div>]]>
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		<title>Zimbabwe facts of the day</title>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Mon, 20 Apr 2026 18:04:36 +0000</pubDate>
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					<description><![CDATA[<p>Zimbabwe, often considered an economic basket-case because of its history of farm seizures and hyperinflation, is enjoying an idiosyncratic boom. High prices for the metal and other commodities have led to a surge of cash through its highly informal economy. They have made it easier for authorities to stop printing money and meddling in currency [&#8230;]</p>
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</description>
										<content:encoded><![CDATA[<blockquote><p>Zimbabwe, often considered an economic basket-case because of its history of farm seizures and hyperinflation, is enjoying an idiosyncratic boom. High prices for the metal and other commodities have led to a surge of cash through its highly informal economy. They have made it easier for authorities to stop printing money and meddling in currency markets; inflation is at its lowest in about 30 years. The IMF has repeatedly revised upwards estimates for economic growth, most recently to at least 7.5% for 2025, almost double the African average&#8230;</p>
<p>Gold is not the only source of growth. The current tobacco crop will be the largest on record. Lithium, chrome and platinum miners, many of them Chinese, have raised production. Zimbabwe’s diaspora, mainly in South Africa, sent back $2.5bn last year. So overall demand is higher than ever, says a banker.</p></blockquote>
<p>Here is <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.economist.com/middle-east-and-africa/2026/04/15/zimbabwes-bizarre-economic-boom" target="_blank" rel="noopener">more from The Economist</a>.  We are told that the private vault sector is booming too.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html">Zimbabwe facts of the day</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html#comment-161037782">Broken windows economic theory as national policy.   Hay guise, ...</a> <i>by Tarrou</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html#comment-161037723">The minerals-intensity of growing technologies like chips and ...</a> <i>by Dawszein</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html#comment-161037587">In reply to Anti-Gnostic.   Sometimes “self-governance” ...</a> <i>by Calvin Hobbes</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html#comment-161037550">In reply to dearieme.   Neo-imperialism is coming. Countries ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html#comment-161037546">In reply to Godfree Roberts.   “Land reform” means ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html?utm_source=rss&utm_medium=rss&utm_campaign=the-luddites-were-the-first-to-attack-ai">The Luddites Were the First to Attack AI</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html?utm_source=rss&utm_medium=rss&utm_campaign=eight-rules-to-regain-public-trust-in-academia">Eight Rules to Regain Public Trust in Academia</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/rescind-davis-bacon.html?utm_source=rss&utm_medium=rss&utm_campaign=rescind-davis-bacon">Rescind Davis Bacon</a></li></ul>&#160;</div>]]>
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		<title>Monday assorted links</title>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Mon, 20 Apr 2026 16:05:08 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://marginalrevolution.com/?p=92858</guid>
					<description><![CDATA[<p>1. Sindarov profile.  And: &#8220;I know this GM who made 2600 at 19 without reading a chess book in his life.&#8221;  And Magnus on Sindarov vs. Gukesh. 2. Inflation-adjusted book prices over time. 3. On the Amanat Iran book and its excellence. 4. More on the wet market hypothesis.  We should all be uncertain, but [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html">Monday assorted links</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
<div style="clear:both;padding-top:0.2em;"><a title="Like on Facebook" href="https://feeds.feedblitz.com/_/28/954107108/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Pin it!" href="https://feeds.feedblitz.com/_/29/954107108/marginalrevolution,"><img height="20" src="https://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Post to X.com" href="https://feeds.feedblitz.com/_/24/954107108/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/x.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by email" href="https://feeds.feedblitz.com/_/19/954107108/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/email20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by RSS" href="https://feeds.feedblitz.com/_/20/954107108/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/rss20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a rel="NOFOLLOW" title="View Comments" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comments"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/comments20.png"></a>&#160;<a title="Follow Comments via RSS" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html/feed"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/commentsrss20.png"></a>&nbsp;
<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037931">In reply to Rob.   You’re saying that “inferences” could ...</a> <i>by Joe</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037901">In reply to Hazel Meade.   I wouldn't say that. But you ...</a> <i>by M</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037740">In reply to Action Figure.   You're mentioning WIV, but surely ...</a> <i>by Rob</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037739">In reply to Joe.   “embedded the premise that we can trust ...</a> <i>by Rob</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037732">In reply to Niko Davor.   Imagine a president who likes to ...</a> <i>by The Original D</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<p>1. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://english.elpais.com/culture/2026-04-17/javokhir-sindarov-what-i-remember-most-from-my-childhood-is-chess.html" target="_blank" rel="noopener">Sindarov profile</a>.  And: &#8220;<a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/TarjeiJS/status/2045792594974720437" target="_blank" rel="noopener">I know this GM who made 2600 at 19 without reading a chess book in his life.</a>&#8221;  And <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/FIDE_chess/status/2045793965094388098?s=46" target="_blank" rel="noopener">Magnus on Sindarov vs. Gukesh</a>.</p>
<p>2. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.millersbookreview.com/p/no-books-are-not-remotely-too-expensive?utm_campaign=post-expanded-share&amp;utm_medium=post%20viewer&amp;triedRedirect=true" target="_blank" rel="noopener">Inflation-adjusted book prices over time</a>.</p>
<p>3. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/DoubleEph/status/2045784485233397804" target="_blank" rel="noopener">On the Amanat Iran book and its excellence</a>.</p>
<p>4. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/tgof137/status/2038382566596829373?utm_source=substack&amp;utm_medium=email" target="_blank" rel="noopener">More on the wet market hypothesis</a>.  We should all be uncertain, but it is mood affiliation (with conspiracy theorizing, for one thing) to be convinced of Lab Leak.  It is contributing to negative emotional contagion.</p>
<p>5. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.thedriftmag.com/roman-flood/" target="_blank" rel="noopener">Review of the new Knausgaard series</a>.  By Max Norman: &#8220;(I’d rather read Knausgaard on defecation than predestination, let alone whether machines can think or trees can feel.)&#8221;&#8216;</p>
<p>6. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.instagram.com/reels/DXPDsZTEUke/" target="_blank" rel="noopener">AI and the arts, a short Instagram video</a>.</p>
<p>7. <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/_rotimia/status/2046024739181781462" target="_blank" rel="noopener">AI and the pancreatic vaccine</a>.  More testing is needed, but there is a reasonable chance that we have a good treatment for pancreatic cancer, and AI was instrumental in that.  It is mRNA as well, so a double burn on the haters.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html">Monday assorted links</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037931">In reply to Rob.   You’re saying that “inferences” could ...</a> <i>by Joe</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037901">In reply to Hazel Meade.   I wouldn't say that. But you ...</a> <i>by M</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037740">In reply to Action Figure.   You're mentioning WIV, but surely ...</a> <i>by Rob</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037739">In reply to Joe.   “embedded the premise that we can trust ...</a> <i>by Rob</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comment-161037732">In reply to Niko Davor.   Imagine a president who likes to ...</a> <i>by The Original D</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/monday-assorted-links-556.html#comments">Plus 10 more...</a></li></ul></div>&#160;</div>]]>
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		<title>Eight Rules to Regain Public Trust in Academia</title>
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		<dc:creator><![CDATA[Alex Tabarrok]]></dc:creator>
		<pubDate>Mon, 20 Apr 2026 11:17:21 +0000</pubDate>
				<category><![CDATA[Current Affairs]]></category>
		<category><![CDATA[Education]]></category>
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					<description><![CDATA[<p>The Yale Report was quite good but for concision I prefer Kevin Bryan&#8217;s Eight Rules: 1. Produce and Teach Useful Knowledge Universities exist to generate and teach useful knowledge. This knowledge is grounded in skeptical inquiry, empirical evidence, and logical deduction. &#8220;Useful&#8221; includes not only practical applications but also fundamental discoveries that expand our understanding [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html">Eight Rules to Regain Public Trust in Academia</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037913">Unfortunately, the logic of #2 is not really true. Top private ...</a> <i>by Devin</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037569">In reply to Heedless.   When you're convinced anyone with ...</a> <i>by Brian Villanueva</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037554">In reply to Marie.   That a college education is not a ...</a> <i>by anonprof</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037553">In reply to Aretino.   The academics who authored the Yale ...</a> <i>by anonprof</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037515">In reply to john.   I'll reply to my first post just to keep ...</a> <i>by john</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html?utm_source=rss&utm_medium=rss&utm_campaign=images-2-0">Images 2.0</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html?utm_source=rss&utm_medium=rss&utm_campaign=the-luddites-were-the-first-to-attack-ai">The Luddites Were the First to Attack AI</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html?utm_source=rss&utm_medium=rss&utm_campaign=zimbabwe-facts-of-the-day">Zimbabwe facts of the day</a></li></ul>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<p>The <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://president.yale.edu/sites/default/files/2026-04/Report-of-the-Committee-on-Trust-in-Higher-Education.pdf">Yale Report</a> was quite good but for concision I prefer <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://kevinbryanecon.com/trust.html">Kevin Bryan&#8217;s Eight Rules</a>:</p>
<blockquote><p><strong>1. Produce and Teach Useful Knowledge</strong>
<br>
Universities exist to generate and teach useful knowledge. This knowledge is grounded in skeptical inquiry, empirical evidence, and logical deduction. &#8220;Useful&#8221; includes not only practical applications but also fundamental discoveries that expand our understanding of the world, even if their benefits are long-term.
<br>
<strong>2. Be Useful to All of Society</strong>
<br>
Universities are subsidized only if society at large finds them valuable. Research may take time to bear fruit, but its insights should ultimately serve the public good, communicated openly and accessibly, and presented with epistemic humility. Teaching should be done with care and draw on up-to-date research.
<br>
<strong>3. Attract Talent from All of Society</strong>
<br>
Useful knowledge can be created by people from any social or economic background. Do not waste talent. Do not select talent based on who knows &#8220;how to play the game&#8221;. Avoid insular language or norms that deter people from entering research.
<br>
<strong>4. Neutral, Objective Research Produces Useful Knowledge</strong>
<br>
Research must be neutral and objective. It is true that everyone has their individual background and preferences; nonetheless, unbiased research is still possible. Tradition, folk knowledge, and storytelling all play an important roles in society, but they are not the purpose of universities. There is no &#8220;Western science&#8221; or culturally-determined &#8220;ways of knowing&#8221;. Rather, research is open to all and can be performed identically regardless of background.
<br>
<strong>5. Hire, Promote, and Cite Based on Knowledge Contribution</strong>
<br>
Hiring, promotion, and citation must be based on an individual&#8217;s contribution to knowledge. Nepotism, group preferences, and adherence to specific &#8220;schools of thought&#8221; corrupt this process. When advancement is not based on merit, the public rightly questions our integrity and the objectivity of our findings.
<br>
<strong>6. Keep Personal Views Out of Research and Teaching</strong>
<br>
A scholar&#8217;s personal politics should be invisible in their research and teaching. If a finding is predictable based on the author&#8217;s identity or known views, the process has failed. Objectivity is the hallmark of credible science. Academics may hold private beliefs like anyone else, but their academic work must stand apart from them.
<br>
<strong>7. Research Fraud is Unacceptable</strong>
<br>
Fraud destroys trust. Misrepresentation of results, selective reporting, or methods designed to publish rather than to discover are also harmful. Proven fraud must bring immediate dismissal, as it violates the core purpose of academia.
<br>
<strong>8. Scientific Institutions Should Be Apolitical</strong>
<br>
Universities, journals, and scientific societies must remain non-partisan. Their public statements must be rare, restricted to issues of direct expert consensus, and made only when silence would be a greater threat to their integrity than speaking. Activism sacrifices credibility for influence &#8211; or worse yet, sacrifices credibility and influence alike.</p></blockquote>
<p>I would add 9) Grades must be <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/03/grade-caps-are-not-a-good-solution-to-grade-inflation.html">objective and useful discriminators of talent</a>.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html">Eight Rules to Regain Public Trust in Academia</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037913">Unfortunately, the logic of #2 is not really true. Top private ...</a> <i>by Devin</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037569">In reply to Heedless.   When you're convinced anyone with ...</a> <i>by Brian Villanueva</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037554">In reply to Marie.   That a college education is not a ...</a> <i>by anonprof</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037553">In reply to Aretino.   The academics who authored the Yale ...</a> <i>by anonprof</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comment-161037515">In reply to john.   I'll reply to my first post just to keep ...</a> <i>by john</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html?utm_source=rss&utm_medium=rss&utm_campaign=images-2-0">Images 2.0</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/the-luddites-were-the-first-to-attack-ai.html?utm_source=rss&utm_medium=rss&utm_campaign=the-luddites-were-the-first-to-attack-ai">The Luddites Were the First to Attack AI</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/zimbabwe-facts-of-the-day.html?utm_source=rss&utm_medium=rss&utm_campaign=zimbabwe-facts-of-the-day">Zimbabwe facts of the day</a></li></ul>&#160;</div>]]>
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		<title>How long should a college degree take?</title>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Mon, 20 Apr 2026 07:01:44 +0000</pubDate>
				<category><![CDATA[Education]]></category>
		<guid isPermaLink="false">https://marginalrevolution.com/?p=92860</guid>
					<description><![CDATA[<p>It takes most college students at least four years to earn a bachelor’s degree. Christie Williams finished in three months. The North Carolina human resources executive spent two months racking up credits through web tutorials after work in 2024, then raced through 11 online classes at the University of Maine at Presque Isle in four [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html">How long should a college degree take?</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
<div style="clear:both;padding-top:0.2em;"><a title="Like on Facebook" href="https://feeds.feedblitz.com/_/28/954082577/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Pin it!" href="https://feeds.feedblitz.com/_/29/954082577/marginalrevolution,"><img height="20" src="https://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Post to X.com" href="https://feeds.feedblitz.com/_/24/954082577/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/x.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by email" href="https://feeds.feedblitz.com/_/19/954082577/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/email20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a title="Subscribe by RSS" href="https://feeds.feedblitz.com/_/20/954082577/marginalrevolution"><img height="20" src="https://assets.feedblitz.com/i/rss20.png" style="border:0;margin:0;padding:0;"></a>&#160;<a rel="NOFOLLOW" title="View Comments" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comments"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/comments20.png"></a>&#160;<a title="Follow Comments via RSS" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html/feed"><img height="20" style="border:0;margin:0;padding:0;" src="https://assets.feedblitz.com/i/commentsrss20.png"></a>&nbsp;
<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037979">In reply to Marie.   What is an acceptable pace for this for a ...</a> <i>by Sean</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037977">In reply to mkt42.   We are already past the point where a ...</a> <i>by Sean</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037566">In reply to Hoosier.   “Not sure how you can teach the ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037486">In reply to Zach.   My freshman classes (at the University of ...</a> <i>by Larry Siegel</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037475">In reply to Matt.   You are correct. I should have said most ...</a> <i>by Marie</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html?utm_source=rss&utm_medium=rss&utm_campaign=images-2-0">Images 2.0</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html?utm_source=rss&utm_medium=rss&utm_campaign=eight-rules-to-regain-public-trust-in-academia">Eight Rules to Regain Public Trust in Academia</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html?utm_source=rss&utm_medium=rss&utm_campaign=will-college-get-fixed">Will college get fixed?</a></li></ul>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<blockquote><p>It takes most college students at least four years to earn a bachelor’s degree. Christie Williams finished in three months.</p>
<p>The North Carolina human resources executive spent two months racking up credits through web tutorials after work in 2024, then raced through 11 online classes at the University of Maine at Presque Isle in four weeks. Later that year, she went back to earn her master’s — in just five weeks. The two degrees cost a total of just over $4,000.</p>
<p>Since then, she has coached a thousand other students on how to speed through the state college, shaving off years and thousands of dollars from the usual cost of a degree.</p></blockquote>
<p>Here is <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.washingtonpost.com/education/2026/04/19/accelerated-college-degree-hacking/" target="_blank" rel="noopener">the full story</a>, via <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://x.com/anecdotal" target="_blank" rel="noopener">Anecdotal</a>.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html">How long should a college degree take?</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037979">In reply to Marie.   What is an acceptable pace for this for a ...</a> <i>by Sean</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037977">In reply to mkt42.   We are already past the point where a ...</a> <i>by Sean</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037566">In reply to Hoosier.   “Not sure how you can teach the ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037486">In reply to Zach.   My freshman classes (at the University of ...</a> <i>by Larry Siegel</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comment-161037475">In reply to Matt.   You are correct. I should have said most ...</a> <i>by Marie</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html?utm_source=rss&utm_medium=rss&utm_campaign=images-2-0">Images 2.0</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html?utm_source=rss&utm_medium=rss&utm_campaign=eight-rules-to-regain-public-trust-in-academia">Eight Rules to Regain Public Trust in Academia</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html?utm_source=rss&utm_medium=rss&utm_campaign=will-college-get-fixed">Will college get fixed?</a></li></ul>&#160;</div>]]>
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		<title>Will college get fixed?</title>
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		<dc:creator><![CDATA[Tyler Cowen]]></dc:creator>
		<pubDate>Mon, 20 Apr 2026 04:53:48 +0000</pubDate>
				<category><![CDATA[Education]]></category>
		<guid isPermaLink="false">https://marginalrevolution.com/?p=92859</guid>
					<description><![CDATA[<p>That is the topic of my latest Free Press column.  Here is one excerpt: So schools will respond to cost pressures by letting quality deteriorate. More instruction will be of the inferior online variety. There are very good online experiences, but schools are too bureaucratic and not run well enough to deliver them. Fewer professors [&#8230;]</p>
<p>The post <a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html">Will college get fixed?</a> appeared first on <a rel="NOFOLLOW" href="https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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<div style="clear:left;"><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html#comments"><h3>Comments</h3></a><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html#comment-161037495">In reply to Steve Sailer.   Alternatively (or reltedly) they ...</a> <i>by Dino Sauron</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html#comment-161037494">In reply to Bill Allen.   Not quite. It’s:   We'd be better ...</a> <i>by Dino Sauron</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html#comment-161037487">In reply to Bill Allen.   I'm having a hard time thinking of ...</a> <i>by Anti-Gnostic</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html#comment-161037473">“There was that law of life, so cruel and so just, that one ...</a> <i>by fghdcp</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html#comment-161037450">In reply to Steve Sailer.   Very true. There were also mental ...</a> <i>by Mort Main</i><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html#comments">Plus 10 more...</a></li></ul></div><h3 style="clear:left;padding-top:10px">Related Stories</h3><ul><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/images-2-0.html?utm_source=rss&utm_medium=rss&utm_campaign=images-2-0">Images 2.0</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/eight-rules-to-regain-public-trust-in-academia.html?utm_source=rss&utm_medium=rss&utm_campaign=eight-rules-to-regain-public-trust-in-academia">Eight Rules to Regain Public Trust in Academia</a></li><li><a rel="NOFOLLOW" href="https://marginalrevolution.com/marginalrevolution/2026/04/how-long-should-a-college-degree-take.html?utm_source=rss&utm_medium=rss&utm_campaign=how-long-should-a-college-degree-take">How long should a college degree take?</a></li></ul>&#160;</div>]]>
</description>
										<content:encoded><![CDATA[<p>That is the topic of <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://www.thefp.com/p/tyler-cowen-college-wont-get-fixed?taid=69e3f34dd30a2600018242df&amp;utm_campaign=trueanthem&amp;utm_medium=social&amp;utm_source=twitter" target="_blank" rel="noopener">my latest Free Press column</a>.  Here is one excerpt:</p>
<blockquote><p>So schools will respond to cost pressures by letting quality deteriorate. More instruction will be of the inferior online variety. There are very good online experiences, but schools are too bureaucratic and not run well enough to deliver them. Fewer professors will be full-salaried, tenure-track professors. Administrators and staff will grow at much slower rates than over the last 20 years, a positive development.</p>
<p>That overall picture may sound grim, but adjustments will kick in to limit the costs. A global market will ensure that adjunct faculty are smarter and better than before. Students will get better at using AI to teach themselves, filling in the gaps left by university budget shortages.</p>
<p>At the same time, colleges and universities will get better at marketing and fundraising. Schools with famous football and basketball teams will be just fine. Schools will intensively market a few academic superstars and let the quality of their median tenured faculty decline. Every possible profit center in a university will be mined for extra revenue, whether extra housekeeping service for dormitory living or renting out the swimming pool and university library to nearby retirees.</p></blockquote>
<p>And this:</p>
<blockquote><p>Perhaps you commonly hear it said that “college is what you make of it.” That may sound like a cliché, but it is a truth that helps us understand this new world to come. A lot of students just flat out want to go to college. If they have to put more into the social side of learning to make it worthwhile, they will do so.</p></blockquote>
<p>In sum, there will be a lot of painful adjustment, but the major institutions will not come close to disappearing.</p>
<p>The post <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com/marginalrevolution/2026/04/will-college-get-fixed.html">Will college get fixed?</a> appeared first on <a href="http://feeds.feedblitz.com/~/t/0/0/marginalrevolution/~https://marginalrevolution.com">Marginal REVOLUTION</a>.</p>
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