The AI Layoff Trap

2026/03/21 by Brett Hemenway Falk, Gerry Tsoukalas · 66 voices · 1 citation
#econ.TH

paper · pdf

Abstract

If AI displaces human workers faster than the economy can reabsorb them, it risks eroding the very consumer demand firms depend on. We show that knowing this is not enough for firms to stop it. In a competitive task-based model of a transitioning economy, each firm captures the full cost saving from automation but bears only a fraction of the demand loss it creates in the product market; the rest falls on rivals. This demand externality traps rational firms in an automation arms race, displacing workers well beyond what is collectively optimal. The resulting loss harms both workers and firm owners. More competition and ``better'' AI amplify the excess; wage adjustments and free entry cannot eliminate it. Neither can capital income taxes, worker equity, universal basic income, upskilling, or Coasean bargaining. A Pigouvian automation tax can. The results suggest that policy should address not only the aftermath of AI labor displacement but also the competitive incentives that drive it.

Cited by

• Taxing Artificial Intelligence

Discussions

• AI Layoff Trap - a game theory paper from UPenn + Boston University, indicating that AI layoffs can collapse the economy [lemmy, 263 points, 38 comments]
• The AI Layoff Trap [hn, 62 points, 104 comments]
• Paper que explica como la IA se puede cargar la Economía mundial. Ni siquiera con la RBU podría revertir esa externalidad negativa de la destrucción de la Demanda. Tan sólo con un fuerte impuesto pigo [bsky, 20 points, 7 comments]
• The AI Layoff Trap [hn, 19 points, 2 comments]
• arxiv.org/pdf/2603.20617 Neat little paper about how AI will cause a spiral of unemployment and declining demand that destroys the economy as employers no longer have consumers to buy their products s [bsky, 11 points, 2 comments]
• The AI Layoff Trap. CEOs: this article argues that companies replacing workers with AI, eliminates the necessary customer base to succeed. “If AI displaces human workers faster than the economy can re [bsky, 8 points, 0 comments]
• The AI Layoff Trap: arxiv.org/abs/2603.20617 [bsky, 6 points, 0 comments]
• "If #AI displaces human workers faster than the economy can reabsorb them, it risks eroding the very consumer demand firms depend on." Metropolis docet. arxiv.org/pdf/2603.20617 [bsky, 6 points, 0 comments]
• arxiv.org/abs/2603.20617 [bsky, 5 points, 1 comments]
• The AI Layoff Trap arxiv.org/abs/2603.20617 "AI 압박과 핑계로 직원을 자르는 기업이 겪는 손실은 노동자와 기업에 해롭다. 미래의 고객을 자르고 있기 때문. 모두가 잘리면 아무도 뭔가를 살 수가 없다. 자본 소득세, 노동자 지분, 직업 능력 향상, 기본 소득 등도 도움이 안 된다. Pigovian tax 로 사람을 자르는 [bsky, 4 points, 0 comments]
• Paper which argues #AI will destroy the #economy and how arxiv.org/pdf/2603.20617 [bsky, 3 points, 1 comments]
• Good to know that we're facing not one but two existential crises (climate change and automation based economic collapse) where the obvious solution of "tax the negative externalities" is a complete n [bsky, 3 points, 0 comments]
• arxiv.org/pdf/2603.20617 [bsky, 3 points, 1 comments]
• Interesting paper on AI-driven labor displacement. Automation cuts jobs but also reduces consumer demand by displacing workers which can hurt the firms adopting it. Yet despite this individual firms s [bsky, 2 points, 0 comments]
• Tohle je hodně důležité a týká se to nás všech. Studie The AI Layoff Trap říká v podstatě to, že se řítíme ke kolapsu ekonomik a nemáme brzdy. Politici jsou k tomu slepí a hluší. Ale měli by jednat ok [bsky, 2 points, 0 comments]
• The AI Layoff Trap The title sums it up. The graves are already being dug. We are being obsoleted. Neo Feudalism will leave overlords & drones. Yeah. The study is academic & long & boring, but scary a [bsky, 2 points, 0 comments]
• Falling for the AI Layoff Trap. arxiv.org/abs/2603.20617 [bsky, 2 points, 1 comments]
• Interesting new paper looks at economic phenomenon - AI layoff trap, where businesses collectively replace staff with automation to reduce costs argues while individual firms benefit mass reduction of [bsky, 2 points, 0 comments]
• The AI Layoff Trap - how widespread adoption of AI can reduce consumer buying power [lemmy, 2 points, 0 comments]
• ...The resulting loss harms both workers and firm owners. More competition and “better” AI amplifythe excess; wage adjustments and free entry cannot eliminate it. Neither can capital income taxes, wor [bsky, 2 points, 0 comments]
• "individually profitable automation is collectively destructive because each firm’s cost saving erodes the revenue base all firms share." #AI #economics [bsky, 1 points, 0 comments]
• Aquí el paper. arxiv.org/abs/2603.20617 [bsky, 1 points, 0 comments]
• See for example arxiv.org/abs/2603.20617 [bsky, 1 points, 0 comments]
• Not remotely surprising research: "Every company replacing workers with AI is also eliminating its own future customers. Laid off workers stop spending. Enough of them stop spending and nobody can aff [bsky, 1 points, 0 comments]
• The AI Layoff Trap #HackerNews https://arxiv.org/abs/2603.20617 [bsky, 1 points, 0 comments]
• You want a peer reviewed white paper on why AI is probably a bad plan for companies? arxiv.org/pdf/2603.20617 [bsky, 1 points, 0 comments]
• 先月arXivに登録された論文か arxiv.org/abs/2603.20617 まだざっくりしか読んでいないのだけど、彼等は、主張する危機に対する解決策として、Pigouvian automation tax（ピグー型の自動化税）を挙げているのだよね 温暖化対策として議論され、既に導入した国もある「炭素税」と同じモデル 確かに企業の結果としての地球温暖化とAIによる過剰自動化を、同じリスクモデ [bsky, 1 points, 0 comments]
• Falk and Tsoukalas — Why they suggest a Pigouvian automation tax: doi.org/10.48550/arX... The automation arms race is a pollution problem. Each firm "pollutes" the consumer economy by displacing work [bsky, 1 points, 1 comments]
• Two economists just published a mathematical proof that AI will destroy the economy. Not might. Not could. Will! arxiv.org/pdf/2603.20617 [bsky, 1 points, 0 comments]
• arxiv.org/abs/2603.20617 << ...If AI displaces human workers faster than the economy can reabsorb them, it risks eroding the very consumer demand firms depend on...The results suggest that policy shou [bsky, 1 points, 1 comments]
• arxiv.org/abs/2603.20617 Here's a paper that says if too many people are replaced with AI, not enough people will able to buy things and the economy will collapse. It says a tax to solve it. I think t [bsky, 1 points, 0 comments]
• AIで生産性が上がり、それによる解雇が進んでいくと、無限に生産できるが、誰も消費しない（消費できない）ので需要がゼロになる社会がやってくると経済学者計算した論文。ようは経済がぶっ壊れる。その中で理論上唯一機能した解決方法は「自動化税」、企業の自動化に課税し、それを原資に再分配することで需要を生み出す。 The AI Layoff Trap arxiv.org/pdf/2603.20617 x.co [bsky, 1 points, 2 comments]
• "If AI displaces human workers faster than the economy can reabsorb them, it risks eroding the very consumer demand firms depend on." https://arxiv.org/abs/2603.20617 [bsky, 1 points, 1 comments]
• Paper: arxiv.org/pdf/2603.20617 [bsky, 1 points, 1 comments]
• The AI Layoff trap [lemmy, 1 points, 0 comments]
• Please read this Cornell study especially if you are a CEO: "If AI displaces human workers faster than the economy can reabsorb them, it risks eroding the very consumer demand firms depend on." arxiv. [bsky, 1 points, 0 comments]
• これ自体をAIに読ませてまとめさせてるからわたくしってばもうと思っている arxiv.org/pdf/2603.20617 [bsky, 0 points, 0 comments]
• The AI Layoff Trap arxiv.org/abs/2603.20617 [bsky, 0 points, 0 comments]
• メモ。 「The AI Layoff Trap」 arxiv.org/pdf/2603.20617 [bsky, 0 points, 1 comments]
• The AI Layoff Trap https://arxiv.org/abs/2603.20617 (https://news.ycombinator.com/item?id=47748123) [bsky, 0 points, 0 comments]
• indeed: arxiv.org/abs/2603.20617 [bsky, 0 points, 0 comments]
• "If AI displaces human workers faster than the economy can reabsorb them, it risks eroding the very consumer demand firms depend on." I often ask why tech bros are keen to eliminate so many jobs. Just [bsky, 0 points, 0 comments]
• So there's this now arxiv.org/abs/2603.20617 [bsky, 0 points, 0 comments]
• The AI Layoff Trap [bsky, 0 points, 0 comments]
• The results suggest that policy should address not only the aftermath of AI labor displacement but also the competitive incentives that drive it." arxiv.org/abs/2603.2... 4/4 [bsky, 0 points, 0 comments]
• https://bsky.app/profile/hackernews.com.web.brid.gy/post/3mjebnbpj4dt2 [bsky, 0 points, 0 comments]
• The AI Layoff Trap [bsky, 0 points, 0 comments]
• Implement a tax on automation before they fire everyone [bsky, 0 points, 0 comments]
• The AI Layoff Trap https://arxiv.org/abs/2603.20617 [bsky, 0 points, 0 comments]
• arxiv.org/abs/2603.20617 [bsky, 0 points, 0 comments]
• "The AI Layoff Trap." Published March 2, 2026. Wharton School, University of Pennsylvania. Boston University. Peer reviewed. Mathematically modeled. The conclusion is one sentence. "At the limit, firm [bsky, 0 points, 0 comments]
• The AI Layoff Trap - 2603.20617v1.pdf https://arxiv.org/pdf/2603.20617 [bsky, 0 points, 0 comments]
• Even voluntary worker equity participation leaves a residual gap because firms internalise too little of any demand boost, leaving the Pigouvian automation tax as the mechanism that aligns private inc [bsky, 0 points, 1 comments]
• 'The AI Lay-off Trap' arxiv.org/pdf/2603.20617 [bsky, 0 points, 0 comments]
• Here's a fun paper confirming that companies laying off workers in favor of AI are indeed giving Ouroboros, destroying the very demand they rely on in order to exist: arxiv.org/pdf/2603.20617 #ai #aim [bsky, 0 points, 0 comments]
• Is a Pigouvian automation tax the solution? Very interesting paper discussing the topic of the AI Layoff Trap arxiv.org/pdf/2603.20617 [bsky, 0 points, 0 comments]
• Otra vez ahí vamos con el apocalipsis de la IA. Lo que describe en este paper, es que existe una "Trampa del prisionero" en la adopción de la IA que paradójicamente podría destruir la economía ya que [bsky, 0 points, 1 comments]
• Top comment is about a recent paper: arxiv.org/abs/2603.20617 TL;DR: companies are financially incentivized to automate as much as they can and it is very hard to change this. But when one company aut [bsky, 0 points, 0 comments]
• With 24/7 #AI talk, I’m surprised we’re not hearing more, esp fr economists, abt this peer-reviewed paper: “The AI Layoff Trap” Two economists published a mathematical proof that AI will destroy the e [bsky, 0 points, 1 comments]
• The AI Layoff Trap. A paper from 2 economists - peer reviewed arxiv.org/pdf/2603.20617 [bsky, 0 points, 0 comments]
• Dit paper legt uit waarom het ontslaan van medewerkers in ruil voor meer AI uiteindelijk niemand helpt. Net zoals je kunt voorspellen dat niemand de AI-race wil verliezen van concurrenten, levert bete [bsky, 0 points, 1 comments]
• The AI Layoff Trap: arxiv.org/pdf/2603.20617 [bsky, 0 points, 0 comments]
• The AI layoff Trap is an interesting paper. https://arxiv.org/abs/2603.20617 [bsky, 0 points, 0 comments]
• The rise of AI is reshaping job landscapes, but are we prepared for the implications? The "AI Layoff Trap" highlights the balance needed between innovation and employment stability. Let's discuss how [bsky, 0 points, 0 comments]
• The AI Layoff Trap https:// arxiv.org/abs/2603.20617 # ai # arxiv [mastodon, 0 points, 0 comments]
• https:// arxiv.org/abs/2603.20617 [Comments: 53 pages, 4 figures, 2 tables Subjects: Theoretical Economics (econ.TH) MSC classes: 91A10, 91B55 ACM classes: J.4; K.4.0 Cite as: arXiv:2603.20617 [econ.T [mastodon, 0 points, 0 comments]

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