1% References for UQO Working Paper No. 25 -- verified 2026-10-27 (see docs/references_verification.md)23@article{arrow1954existence,4 author = {Arrow, Kenneth J. and Debreu, Gerard},5 title = {Existence of an Equilibrium for a Competitive Economy},6 journal = {Econometrica},7 number = {3},8 volume = {22},9 year = {1954},10 doi = {10.2307/1907353},11}1213@book{debreu1959theory,14 author = {Debreu, Gerard},15 title = {Theory of Value: An Axiomatic Analysis of Economic Equilibrium},16 series = {Cowles Foundation Monograph 17},17 publisher = {Yale University Press},18 address = {New Haven},19 year = {1959},20 url = {https://yalebooks.yale.edu/book/9780300015591/theory-of-value/},21}2223@article{radner1972existence,24 author = {Radner, Roy},25 title = {Existence of Equilibrium of Plans, Prices, and Price Expectations in a Sequence of Markets},26 journal = {Econometrica},27 number = {2},28 volume = {40},29 year = {1972},30 doi = {10.2307/1909407},31}3233@article{radner1979rational,34 author = {Radner, Roy},35 title = {Rational Expectations Equilibrium: Generic Existence and the Information Revealed by Prices},36 journal = {Econometrica},37 number = {3},38 volume = {47},39 year = {1979},40 doi = {10.2307/1910413},41}4243@article{lucas1978asset,44 author = {Lucas, Robert E.},45 title = {Asset Prices in an Exchange Economy},46 journal = {Econometrica},47 number = {6},48 volume = {46},49 year = {1978},50 doi = {10.2307/1913837},51}5253@article{greenwald1986externalities,54 author = {Greenwald, Bruce C. and Stiglitz, Joseph E.},55 title = {Externalities in Economies with Imperfect Information and Incomplete Markets},56 journal = {Quarterly Journal of Economics},57 number = {2},58 volume = {101},59 year = {1986},60 doi = {10.2307/1891114},61}6263@article{davila2018pecuniary,64 author = {Dávila, Eduardo and Korinek, Anton},65 title = {Pecuniary Externalities in Economies with Financial Frictions},66 journal = {Review of Economic Studies},67 number = {1},68 volume = {85},69 pages = {352--395},70 year = {2018},71 doi = {10.1093/restud/rdx010},72}7374@article{lorenzoni2008inefficient,75 author = {Lorenzoni, Guido},76 title = {Inefficient Credit Booms},77 journal = {Review of Economic Studies},78 number = {3},79 volume = {75},80 pages = {809--833},81 year = {2008},82 doi = {10.1111/j.1467-937x.2008.00494.x},83}8485@article{aiyagari1994uninsured,86 author = {Aiyagari, S. Rao},87 title = {Uninsured Idiosyncratic Risk and Aggregate Saving},88 journal = {Quarterly Journal of Economics},89 number = {3},90 volume = {109},91 pages = {659--684},92 year = {1994},93 doi = {10.2307/2118417},94}9596@article{huggett1993riskfree,97 author = {Huggett, Mark},98 title = {The risk-free rate in heterogeneous-agent incomplete-insurance economies},99 journal = {Journal of Economic Dynamics and Control},100 number = {5-6},101 volume = {17},102 pages = {953--969},103 year = {1993},104 doi = {10.1016/0165-1889(93)90024-m},105}106107@article{krusell1998income,108 author = {Krusell, Per and Smith, Anthony A., Jr.},109 title = {Income and Wealth Heterogeneity in the Macroeconomy},110 journal = {Journal of Political Economy},111 number = {5},112 volume = {106},113 pages = {867--896},114 year = {1998},115 doi = {10.1086/250034},116}117118@article{kaplan2018monetary,119 author = {Kaplan, Greg and Moll, Benjamin and Violante, Giovanni L.},120 title = {Monetary Policy According to HANK},121 journal = {American Economic Review},122 number = {3},123 volume = {108},124 pages = {697--743},125 year = {2018},126 doi = {10.1257/aer.20160042},127}128129@article{auclert2021using,130 author = {Auclert, Adrien and Bardóczy, Bence and Rognlie, Matthew and Straub, Ludwig},131 title = {Using the Sequence-Space Jacobian to Solve and Estimate Heterogeneous-Agent Models},132 journal = {Econometrica},133 number = {5},134 volume = {89},135 pages = {2375--2408},136 year = {2021},137 doi = {10.3982/ecta17434},138}139140@article{achdou2022income,141 author = {Achdou, Yves and Han, Jiequn and Lasry, Jean-Michel and Lions, Pierre-Louis and Moll, Benjamin},142 title = {Income and Wealth Distribution in Macroeconomics: A Continuous-Time Approach},143 journal = {Review of Economic Studies},144 number = {1},145 volume = {89},146 pages = {45--86},147 year = {2022},148 doi = {10.1093/restud/rdab002},149}150151@article{hubmer2021sources,152 author = {Hubmer, Joachim and Krusell, Per and Smith, Anthony A., Jr.},153 title = {Sources of US Wealth Inequality: Past, Present, and Future},154 journal = {NBER Macroeconomics Annual},155 volume = {35},156 pages = {391--455},157 year = {2021},158 doi = {10.1086/712332},159}160161@article{zeira1998workers,162 author = {Zeira, Joseph},163 title = {Workers, Machines, and Economic Growth},164 journal = {Quarterly Journal of Economics},165 number = {4},166 volume = {113},167 pages = {1091--1117},168 year = {1998},169 doi = {10.1162/003355398555847},170}171172@article{acemoglu2018race,173 author = {Acemoglu, Daron and Restrepo, Pascual},174 title = {The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment},175 journal = {American Economic Review},176 number = {6},177 volume = {108},178 pages = {1488--1542},179 year = {2018},180 doi = {10.1257/aer.20160696},181}182183@article{acemoglu2022tasks,184 author = {Acemoglu, Daron and Restrepo, Pascual},185 title = {Tasks, Automation, and the Rise in U.S. Wage Inequality},186 journal = {Econometrica},187 number = {5},188 volume = {90},189 pages = {1973--2016},190 year = {2022},191 doi = {10.3982/ecta19815},192}193194@article{moll2022uneven,195 author = {Moll, Benjamin and Rachel, Lukasz and Restrepo, Pascual},196 title = {Uneven Growth: Automation's Impact on Income and Wealth Inequality},197 journal = {Econometrica},198 number = {6},199 volume = {90},200 pages = {2645--2683},201 year = {2022},202 doi = {10.3982/ecta19417},203}204205@article{acemoglu2025simple,206 author = {Acemoglu, Daron},207 title = {The simple macroeconomics of AI},208 journal = {Economic Policy},209 number = {121},210 volume = {40},211 pages = {13--58},212 year = {2025},213 doi = {10.1093/epolic/eiae042},214}215216@techreport{korinek2024scenarios,217 author = {Korinek, Anton and Suh, Donghyun},218 title = {Scenarios for the Transition to AGI},219 institution = {National Bureau of Economic Research},220 type = {NBER Working Paper},221 number = {w32255},222 year = {2024},223 doi = {10.3386/w32255},224}225226@incollection{aghion2019artificial,227 author = {Aghion, Philippe and Jones, Benjamin F. and Jones, Charles I.},228 title = {Artificial Intelligence and Economic Growth},229 booktitle = {The Economics of Artificial Intelligence: An Agenda},230 editor = {Agrawal, Ajay and Gans, Joshua and Goldfarb, Avi},231 pages = {237--290},232 publisher = {University of Chicago Press},233 year = {2019},234 doi = {10.7208/chicago/9780226613475.003.0009},235}236237@techreport{restrepo2025we,238 author = {Restrepo, Pascual},239 title = {We Won't be Missed: Work and Growth in the AGI World},240 institution = {National Bureau of Economic Research},241 type = {NBER Working Paper},242 number = {w34423},243 year = {2025},244 doi = {10.3386/w34423},245}246247@article{jones2024dilemma,248 author = {Jones, Charles I.},249 title = {The AI Dilemma: Growth versus Existential Risk},250 journal = {American Economic Review: Insights},251 number = {4},252 volume = {6},253 pages = {575--590},254 year = {2024},255 doi = {10.1257/aeri.20230570},256}257258@techreport{jones2025how,259 author = {Jones, Charles I.},260 title = {How Much Should We Spend to Reduce A.I.'s Existential Risk?},261 institution = {National Bureau of Economic Research},262 type = {NBER Working Paper},263 number = {w33602},264 year = {2025},265 doi = {10.3386/w33602},266}267268@article{ide2025artificial,269 author = {Ide, Enrique and Talamàs, Eduard},270 title = {Artificial Intelligence in the Knowledge Economy},271 journal = {Journal of Political Economy},272 number = {12},273 volume = {133},274 pages = {3762--3800},275 year = {2025},276 doi = {10.1086/737233},277}278279@article{agrawal2019artificial,280 author = {Agrawal, Ajay and Gans, Joshua S. and Goldfarb, Avi},281 title = {Artificial Intelligence: The Ambiguous Labor Market Impact of Automating Prediction},282 journal = {Journal of Economic Perspectives},283 number = {2},284 volume = {33},285 pages = {31--50},286 year = {2019},287 doi = {10.1257/jep.33.2.31},288}289290@article{athey2020allocation,291 author = {Athey, Susan C. and Bryan, Kevin A. and Gans, Joshua S.},292 title = {The Allocation of Decision Authority to Human and Artificial Intelligence},293 journal = {AEA Papers and Proceedings},294 volume = {110},295 pages = {80--84},296 year = {2020},297 doi = {10.1257/pandp.20201034},298}299300@misc{hadfield2025economy,301 author = {Gillian K. Hadfield and Andrew Koh},302 title = {An Economy of AI Agents},303 year = {2025},304 eprint = {2509.01063},305 archiveprefix = {arXiv},306 howpublished = {arXiv preprint arXiv:2509.01063},307 url = {https://arxiv.org/abs/2509.01063},308}309310@misc{rothschild2025agentic,311 author = {David M. Rothschild and Markus Mobius and Jake M. Hofman and Eleanor W. Dillon and Daniel G. Goldstein and Nicole Immorlica and Sonia Jaffe and Brendan Lucier and Aleksandrs Slivkins and Matthew Vogel},312 title = {The Agentic Economy},313 year = {2025},314 eprint = {2505.15799},315 archiveprefix = {arXiv},316 howpublished = {arXiv preprint arXiv:2505.15799},317 url = {https://arxiv.org/abs/2505.15799},318}319320@misc{catalini2026some,321 author = {Christian Catalini and Xiang Hui and Jane Wu},322 title = {Some Simple Economics of AGI},323 year = {2026},324 eprint = {2602.20946},325 archiveprefix = {arXiv},326 howpublished = {arXiv preprint arXiv:2602.20946},327 url = {https://arxiv.org/abs/2602.20946},328}329330@article{eloundou2024gpts,331 author = {Eloundou, Tyna and Manning, Sam and Mishkin, Pamela and Rock, Daniel},332 title = {GPTs are GPTs: Labor market impact potential of LLMs},333 journal = {Science},334 number = {6702},335 volume = {384},336 pages = {1306--1308},337 year = {2024},338 doi = {10.1126/science.adj0998},339}340341@article{brynjolfsson2025generative,342 author = {Brynjolfsson, Erik and Li, Danielle and Raymond, Lindsey},343 title = {Generative AI at Work},344 journal = {Quarterly Journal of Economics},345 number = {2},346 volume = {140},347 pages = {889--942},348 year = {2025},349 doi = {10.1093/qje/qjae044},350}351352@techreport{eisfeldt2023generative,353 author = {Eisfeldt, Andrea and Schubert, Gregor and Zhang, Miao Ben},354 title = {Generative AI and Firm Values},355 institution = {National Bureau of Economic Research},356 type = {NBER Working Paper},357 number = {w31222},358 year = {2023},359 doi = {10.3386/w31222},360}361362@techreport{bick2024rapid,363 author = {Bick, Alexander and Blandin, Adam and Deming, David},364 title = {The Rapid Adoption of Generative AI},365 institution = {National Bureau of Economic Research},366 type = {NBER Working Paper},367 number = {w32966},368 year = {2024},369 doi = {10.3386/w32966},370}371372@article{romer1990endogenous,373 author = {Romer, Paul M.},374 title = {Endogenous Technological Change},375 journal = {Journal of Political Economy},376 number = {5, Part 2},377 volume = {98},378 pages = {S71--S102},379 year = {1990},380 doi = {10.1086/261725},381}382383@article{aghion1992model,384 author = {Aghion, Philippe and Howitt, Peter},385 title = {A Model of Growth Through Creative Destruction},386 journal = {Econometrica},387 number = {2},388 volume = {60},389 year = {1992},390 doi = {10.2307/2951599},391}392393@article{jones1995rd,394 author = {Jones, Charles I.},395 title = {R\&D-Based Models of Economic Growth},396 journal = {Journal of Political Economy},397 number = {4},398 volume = {103},399 pages = {759--784},400 year = {1995},401 doi = {10.1086/262002},402}403404@article{nordhaus2021are,405 author = {Nordhaus, William D.},406 title = {Are We Approaching an Economic Singularity? Information Technology and the Future of Economic Growth},407 journal = {American Economic Journal: Macroeconomics},408 number = {1},409 volume = {13},410 pages = {299--332},411 year = {2021},412 doi = {10.1257/mac.20170105},413}414415@article{holmstrom1979moral,416 author = {Holmstrom, Bengt},417 title = {Moral Hazard and Observability},418 journal = {Bell Journal of Economics},419 number = {1},420 volume = {10},421 year = {1979},422 doi = {10.2307/3003320},423}424425@article{holmstrom1987aggregation,426 author = {Holmstrom, Bengt and Milgrom, Paul},427 title = {Aggregation and Linearity in the Provision of Intertemporal Incentives},428 journal = {Econometrica},429 number = {2},430 volume = {55},431 year = {1987},432 doi = {10.2307/1913238},433}434435@article{holmstrom1991multitask,436 author = {Holmstrom, Bengt and Milgrom, Paul},437 title = {Multitask Principal-Agent Analyses: Incentive Contracts, Asset Ownership, and Job Design},438 journal = {The Journal of Law, Economics, and Organization},439 number = {special issue},440 volume = {7},441 pages = {24--52},442 year = {1991},443 doi = {10.1093/jleo/7.special_issue.24},444}445446@article{aghion1997formal,447 author = {Aghion, Philippe and Tirole, Jean},448 title = {Formal and Real Authority in Organizations},449 journal = {Journal of Political Economy},450 number = {1},451 volume = {105},452 pages = {1--29},453 year = {1997},454 doi = {10.1086/262063},455}456457@article{dessein2002authority,458 author = {Dessein, Wouter},459 title = {Authority and Communication in Organizations},460 journal = {Review of Economic Studies},461 number = {4},462 volume = {69},463 pages = {811--838},464 year = {2002},465 doi = {10.1111/1467-937x.00227},466}467468@article{alonso2008optimal,469 author = {Alonso, Ricardo and Matouschek, Niko},470 title = {Optimal Delegation},471 journal = {Review of Economic Studies},472 number = {1},473 volume = {75},474 pages = {259--293},475 year = {2008},476 doi = {10.1111/j.1467-937x.2007.00471.x},477}478479@article{dacunto2019promises,480 author = {D'Acunto, Francesco and Prabhala, Nagpurnanand and Rossi, Alberto G.},481 title = {The Promises and Pitfalls of Robo-Advising},482 journal = {Review of Financial Studies},483 number = {5},484 volume = {32},485 pages = {1983--2020},486 year = {2019},487 doi = {10.1093/rfs/hhz014},488}489490@article{rossi2024diversification,491 author = {Rossi, Alberto G. and Utkus, Stephen},492 title = {The diversification and welfare effects of robo-advising},493 journal = {Journal of Financial Economics},494 volume = {157},495 pages = {103869},496 year = {2024},497 doi = {10.1016/j.jfineco.2024.103869},498}499500@article{kiyotaki1997credit,501 author = {Kiyotaki, Nobuhiro and Moore, John},502 title = {Credit Cycles},503 journal = {Journal of Political Economy},504 number = {2},505 volume = {105},506 pages = {211--248},507 year = {1997},508 doi = {10.1086/262072},509}510511@incollection{bernanke1999financial,512 author = {Bernanke, Ben S. and Gertler, Mark and Gilchrist, Simon},513 title = {The Financial Accelerator in a Quantitative Business Cycle Framework},514 booktitle = {Handbook of Macroeconomics},515 editor = {Taylor, John B. and Woodford, Michael},516 volume = {1C},517 pages = {1341--1393},518 publisher = {Elsevier},519 year = {1999},520 doi = {10.1016/s1574-0048(99)10034-x},521}522523@article{geanakoplos2010leverage,524 author = {Geanakoplos, John},525 title = {The Leverage Cycle},526 journal = {NBER Macroeconomics Annual},527 number = {1},528 volume = {24},529 pages = {1--66},530 year = {2010},531 doi = {10.1086/648285},532}533534@article{brunnermeier2009market,535 author = {Brunnermeier, Markus K. and Pedersen, Lasse Heje},536 title = {Market Liquidity and Funding Liquidity},537 journal = {Review of Financial Studies},538 number = {6},539 volume = {22},540 pages = {2201--2238},541 year = {2009},542 doi = {10.1093/rfs/hhn098},543}544545@incollection{gertler2010financial,546 author = {Gertler, Mark and Kiyotaki, Nobuhiro},547 title = {Financial Intermediation and Credit Policy in Business Cycle Analysis},548 booktitle = {Handbook of Monetary Economics},549 editor = {Friedman, Benjamin M. and Woodford, Michael},550 volume = {3},551 pages = {547--599},552 publisher = {Elsevier},553 year = {2010},554 doi = {10.1016/b978-0-444-53238-1.00011-9},555}556557@article{brunnermeier2014macroeconomic,558 author = {Brunnermeier, Markus K. and Sannikov, Yuliy},559 title = {A Macroeconomic Model with a Financial Sector},560 journal = {American Economic Review},561 number = {2},562 volume = {104},563 pages = {379--421},564 year = {2014},565 doi = {10.1257/aer.104.2.379},566}567568@article{simsek2013belief,569 author = {Simsek, Alp},570 title = {Belief Disagreements and Collateral Constraints},571 journal = {Econometrica},572 number = {1},573 volume = {81},574 pages = {1--53},575 year = {2013},576 doi = {10.3982/ecta9956},577}578579@article{grossman1980impossibility,580 author = {Grossman, Sanford J. and Stiglitz, Joseph E.},581 title = {On the Impossibility of Informationally Efficient Markets},582 journal = {American Economic Review},583 number = {3},584 volume = {70},585 pages = {393--408},586 year = {1980},587 url = {https://econpapers.repec.org/RePEc:aea:aecrev:v:70:y:1980:i:3:p:393-408},588}589590@article{hellwig1980aggregation,591 author = {Hellwig, Martin F.},592 title = {On the aggregation of information in competitive markets},593 journal = {Journal of Economic Theory},594 number = {3},595 volume = {22},596 pages = {477--498},597 year = {1980},598 doi = {10.1016/0022-0531(80)90056-3},599}600601@article{diamond1981information,602 author = {Diamond, Douglas W. and Verrecchia, Robert E.},603 title = {Information aggregation in a noisy rational expectations economy},604 journal = {Journal of Financial Economics},605 number = {3},606 volume = {9},607 pages = {221--235},608 year = {1981},609 doi = {10.1016/0304-405x(81)90026-x},610}611612@article{kyle1985continuous,613 author = {Kyle, Albert S.},614 title = {Continuous Auctions and Insider Trading},615 journal = {Econometrica},616 number = {6},617 volume = {53},618 year = {1985},619 doi = {10.2307/1913210},620}621622@book{vives2008information,623 author = {Vives, Xavier},624 title = {Information and Learning in Markets: The Impact of Market Microstructure},625 publisher = {Princeton University Press},626 address = {Princeton, NJ},627 year = {2008},628 doi = {10.1515/9781400829507},629}630631@article{vives2014possibility,632 author = {Vives, Xavier},633 title = {On the Possibility of Informationally Efficient Markets},634 journal = {Journal of the European Economic Association},635 number = {5},636 volume = {12},637 pages = {1200--1239},638 year = {2014},639 doi = {10.1111/jeea.12107},640}641642@article{morris2002social,643 author = {Morris, Stephen and Shin, Hyun Song},644 title = {Social Value of Public Information},645 journal = {American Economic Review},646 number = {5},647 volume = {92},648 pages = {1521--1534},649 year = {2002},650 doi = {10.1257/000282802762024610},651}652653@article{angeletos2007efficient,654 author = {Angeletos, George-Marios and Pavan, Alessandro},655 title = {Efficient Use of Information and Social Value of Information},656 journal = {Econometrica},657 number = {4},658 volume = {75},659 pages = {1103--1142},660 year = {2007},661 doi = {10.1111/j.1468-0262.2007.00783.x},662}663664@article{lorenzoni2009theory,665 author = {Lorenzoni, Guido},666 title = {A Theory of Demand Shocks},667 journal = {American Economic Review},668 number = {5},669 volume = {99},670 pages = {2050--2084},671 year = {2009},672 doi = {10.1257/aer.99.5.2050},673}674675@article{angeletos2013sentiments,676 author = {Angeletos, George-Marios and La'O, Jennifer},677 title = {Sentiments},678 journal = {Econometrica},679 number = {2},680 volume = {81},681 pages = {739--779},682 year = {2013},683 doi = {10.3982/ecta10008},684}685686@article{benhabib2015sentiments,687 author = {Benhabib, Jess and Wang, Pengfei and Wen, Yi},688 title = {Sentiments and Aggregate Demand Fluctuations},689 journal = {Econometrica},690 number = {2},691 volume = {83},692 pages = {549--585},693 year = {2015},694 doi = {10.3982/ecta11085},695}696697@article{david2016information,698 author = {David, Joel M. and Hopenhayn, Hugo A. and Venkateswaran, Venky},699 title = {Information, Misallocation, and Aggregate Productivity},700 journal = {Quarterly Journal of Economics},701 number = {2},702 volume = {131},703 pages = {943--1005},704 year = {2016},705 doi = {10.1093/qje/qjw006},706}707708@article{sims2003implications,709 author = {Sims, Christopher A.},710 title = {Implications of rational inattention},711 journal = {Journal of Monetary Economics},712 number = {3},713 volume = {50},714 pages = {665--690},715 year = {2003},716 doi = {10.1016/s0304-3932(03)00029-1},717}718719@book{veldkamp2011information,720 author = {Veldkamp, Laura L.},721 title = {Information Choice in Macroeconomics and Finance},722 publisher = {Princeton University Press},723 address = {Princeton, NJ},724 year = {2011},725 doi = {10.1515/9781400840496},726}727728@article{veldkamp2006media,729 author = {Veldkamp, Laura L.},730 title = {Media Frenzies in Markets for Financial Information},731 journal = {American Economic Review},732 number = {3},733 volume = {96},734 pages = {577--601},735 year = {2006},736 doi = {10.1257/aer.96.3.577},737}738739@article{hellwig2009knowing,740 author = {Hellwig, Christian and Veldkamp, Laura},741 title = {Knowing What Others Know: Coordination Motives in Information Acquisition},742 journal = {Review of Economic Studies},743 number = {1},744 volume = {76},745 pages = {223--251},746 year = {2009},747 doi = {10.1111/j.1467-937x.2008.00515.x},748}749750@article{colombo2014information,751 author = {Colombo, Luca and Femminis, Gianluca and Pavan, Alessandro},752 title = {Information Acquisition and Welfare},753 journal = {Review of Economic Studies},754 number = {4},755 volume = {81},756 pages = {1438--1483},757 year = {2014},758 doi = {10.1093/restud/rdu015},759}760761@article{vives2017endogenous,762 author = {Vives, Xavier},763 title = {Endogenous Public Information and Welfare in Market Games},764 journal = {Review of Economic Studies},765 number = {2},766 volume = {84},767 pages = {935--963},768 year = {2017},769 doi = {10.1093/res/rdw062},770}771772@article{farboodi2020long,773 author = {Farboodi, Maryam and Veldkamp, Laura},774 title = {Long-Run Growth of Financial Data Technology},775 journal = {American Economic Review},776 number = {8},777 volume = {110},778 pages = {2485--2523},779 year = {2020},780 doi = {10.1257/aer.20171349},781}782783@article{farboodi2022where,784 author = {Farboodi, Maryam and Matray, Adrien and Veldkamp, Laura and Venkateswaran, Venky},785 title = {Where Has All the Data Gone?},786 journal = {Review of Financial Studies},787 number = {7},788 volume = {35},789 pages = {3101--3138},790 year = {2022},791 doi = {10.1093/rfs/hhab110},792}793794@article{farboodi2023data,795 author = {Farboodi, Maryam and Veldkamp, Laura},796 title = {Data and Markets},797 journal = {Annual Review of Economics},798 number = {1},799 volume = {15},800 pages = {23--40},801 year = {2023},802 doi = {10.1146/annurev-economics-082322-023244},803}804805@article{jones2020nonrivalry,806 author = {Jones, Charles I. and Tonetti, Christopher},807 title = {Nonrivalry and the Economics of Data},808 journal = {American Economic Review},809 number = {9},810 volume = {110},811 pages = {2819--2858},812 year = {2020},813 doi = {10.1257/aer.20191330},814}815816@article{dugast2018data,817 author = {Dugast, Jérôme and Foucault, Thierry},818 title = {Data abundance and asset price informativeness},819 journal = {Journal of Financial Economics},820 number = {2},821 volume = {130},822 pages = {367--391},823 year = {2018},824 doi = {10.1016/j.jfineco.2018.07.004},825}826827@article{harrison1978speculative,828 author = {Harrison, J. Michael and Kreps, David M.},829 title = {Speculative Investor Behavior in a Stock Market with Heterogeneous Expectations},830 journal = {Quarterly Journal of Economics},831 number = {2},832 volume = {92},833 year = {1978},834 doi = {10.2307/1884166},835}836837@article{scheinkman2003overconfidence,838 author = {Scheinkman, José A. and Xiong, Wei},839 title = {Overconfidence and Speculative Bubbles},840 journal = {Journal of Political Economy},841 number = {6},842 volume = {111},843 pages = {1183--1220},844 year = {2003},845 doi = {10.1086/378531},846}847848@article{miller1977risk,849 author = {Miller, Edward M.},850 title = {Risk, Uncertainty, and Divergence of Opinion},851 journal = {Journal of Finance},852 number = {4},853 volume = {32},854 pages = {1151--1168},855 year = {1977},856 doi = {10.1111/j.1540-6261.1977.tb03317.x},857}858859@article{hong2007disagreement,860 author = {Hong, Harrison and Stein, Jeremy C.},861 title = {Disagreement and the Stock Market},862 journal = {Journal of Economic Perspectives},863 number = {2},864 volume = {21},865 pages = {109--128},866 year = {2007},867 doi = {10.1257/jep.21.2.109},868}869870@article{banerjee1992simple,871 author = {Banerjee, Abhijit V.},872 title = {A Simple Model of Herd Behavior},873 journal = {Quarterly Journal of Economics},874 number = {3},875 volume = {107},876 pages = {797--817},877 year = {1992},878 doi = {10.2307/2118364},879}880881@article{chaboud2014rise,882 author = {Chaboud, Alain P. and Chiquoine, Benjamin and Hjalmarsson, Erik and Vega, Clara},883 title = {Rise of the Machines: Algorithmic Trading in the Foreign Exchange Market},884 journal = {Journal of Finance},885 number = {5},886 volume = {69},887 pages = {2045--2084},888 year = {2014},889 doi = {10.1111/jofi.12186},890}891892@article{kirilenko2017flash,893 author = {Kirilenko, Andrei and Kyle, Albert S. and Samadi, Mehrdad and Tuzun, Tugkan},894 title = {The Flash Crash: High-Frequency Trading in an Electronic Market},895 journal = {Journal of Finance},896 number = {3},897 volume = {72},898 pages = {967--998},899 year = {2017},900 doi = {10.1111/jofi.12498},901}902903@article{calvano2020artificial,904 author = {Calvano, Emilio and Calzolari, Giacomo and Denicolò, Vincenzo and Pastorello, Sergio},905 title = {Artificial Intelligence, Algorithmic Pricing, and Collusion},906 journal = {American Economic Review},907 number = {10},908 volume = {110},909 pages = {3267--3297},910 year = {2020},911 doi = {10.1257/aer.20190623},912}913914@techreport{dou2025ai,915 author = {Dou, Winston Wei and Goldstein, Itay and Ji, Yan},916 title = {AI-Powered Trading, Algorithmic Collusion, and Price Efficiency},917 institution = {National Bureau of Economic Research},918 type = {NBER Working Paper},919 number = {w34054},920 year = {2025},921 doi = {10.3386/w34054},922}923924@techreport{gabaix2021search,925 author = {Gabaix, Xavier and Koijen, Ralph S.},926 title = {In Search of the Origins of Financial Fluctuations: The Inelastic Markets Hypothesis},927 institution = {National Bureau of Economic Research},928 type = {NBER Working Paper},929 number = {w28967},930 year = {2021},931 doi = {10.3386/w28967},932}933934@article{garleanu2018efficiently,935 author = {G\^arleanu, Nicolae and Pedersen, Lasse Heje},936 title = {Efficiently Inefficient Markets for Assets and Asset Management},937 journal = {Journal of Finance},938 number = {4},939 volume = {73},940 pages = {1663--1712},941 year = {2018},942 doi = {10.1111/jofi.12696},943}944945@article{khandani2011what,946 author = {Khandani, Amir E. and Lo, Andrew W.},947 title = {What happened to the quants in August 2007? Evidence from factors and transactions data},948 journal = {Journal of Financial Markets},949 number = {1},950 volume = {14},951 pages = {1--46},952 year = {2011},953 doi = {10.1016/j.finmar.2010.07.005},954}955956@article{stein2009presidential,957 author = {Stein, Jeremy C.},958 title = {Presidential Address: Sophisticated Investors and Market Efficiency},959 journal = {Journal of Finance},960 number = {4},961 volume = {64},962 pages = {1517--1548},963 year = {2009},964 doi = {10.1111/j.1540-6261.2009.01472.x},965}966967@article{wagner2011systemic,968 author = {Wagner, Wolf},969 title = {Systemic Liquidation Risk and the Diversity-Diversification Trade-Off},970 journal = {Journal of Finance},971 number = {4},972 volume = {66},973 pages = {1141--1175},974 year = {2011},975 doi = {10.1111/j.1540-6261.2011.01666.x},976}977978@article{kleinberg2021algorithmic,979 author = {Kleinberg, Jon and Raghavan, Manish},980 title = {Algorithmic monoculture and social welfare},981 journal = {Proceedings of the National Academy of Sciences},982 number = {22},983 volume = {118},984 pages = {e2018340118},985 year = {2021},986 doi = {10.1073/pnas.2018340118},987}988989@misc{bommasani2022picking,990 author = {Rishi Bommasani and Kathleen A. Creel and Ananya Kumar and Dan Jurafsky and Percy Liang},991 title = {Picking on the Same Person: Does Algorithmic Monoculture lead to Outcome Homogenization?},992 year = {2022},993 eprint = {2211.13972},994 archiveprefix = {arXiv},995 howpublished = {arXiv preprint arXiv:2211.13972},996 url = {https://arxiv.org/abs/2211.13972},997 note = {NeurIPS 2022},998}9991000@misc{jo2025homogeneous,1001 author = {Nathanael Jo and Kathleen Creel and Ashia Wilson and Manish Raghavan},1002 title = {Homogeneous Algorithms Can Reduce Competition in Personalized Pricing},1003 year = {2025},1004 eprint = {2503.15634},1005 archiveprefix = {arXiv},1006 howpublished = {arXiv preprint arXiv:2503.15634},1007 url = {https://arxiv.org/abs/2503.15634},1008 note = {NeurIPS 2025},1009}10101011@article{danielsson2022artificial,1012 author = {Daníelsson, Jón and Macrae, Robert and Uthemann, Andreas},1013 title = {Artificial intelligence and systemic risk},1014 journal = {Journal of Banking \& Finance},1015 volume = {140},1016 pages = {106290},1017 year = {2022},1018 doi = {10.1016/j.jbankfin.2021.106290},1019}10201021@misc{danielsson2024artificial,1022 author = {Danielsson, Jon and Uthemann, Andreas},1023 title = {Artificial intelligence and financial crises},1024 year = {2024},1025 doi = {10.2139/ssrn.4903998},1026 howpublished = {SSRN Working Paper},1027 url = {https://ssrn.com/abstract=4903998},1028 note = {SSRN Working Paper 4903998},1029}10301031@misc{gensler2020deep,1032 author = {Gensler, Gary and Bailey, Lily},1033 title = {Deep Learning and Financial Stability},1034 year = {2020},1035 doi = {10.2139/ssrn.3723132},1036 howpublished = {SSRN Working Paper},1037 url = {https://ssrn.com/abstract=3723132},1038 note = {SSRN Working Paper 3723132},1039}10401041@techreport{fsb2024financial,1042 author = {{Financial Stability Board}},1043 title = {The Financial Stability Implications of Artificial Intelligence},1044 institution = {Financial Stability Board},1045 address = {Basel},1046 year = {2024},1047 month = {nov},1048 url = {https://www.fsb.org/2024/11/the-financial-stability-implications-of-artificial-intelligence/},1049}10501051@incollection{imf2024advances,1052 author = {{International Monetary Fund}},1053 title = {Advances in Artificial Intelligence: Implications for Capital Market Activities},1054 booktitle = {Global Financial Stability Report, October 2024: Steadying the Course---Uncertainty, Artificial Intelligence, and Financial Stability},1055 chapter = {3},1056 publisher = {International Monetary Fund},1057 address = {Washington, DC},1058 year = {2024},1059 url = {https://www.imf.org/en/Publications/GFSR/Issues/2024/10/22/global-financial-stability-report-october-2024},1060}10611062@incollection{bis2024artificial,1063 author = {{Bank for International Settlements}},1064 title = {Artificial Intelligence and the Economy: Implications for Central Banks},1065 booktitle = {BIS Annual Economic Report 2024},1066 chapter = {III},1067 publisher = {Bank for International Settlements},1068 address = {Basel},1069 year = {2024},1070 url = {https://www.bis.org/publ/arpdf/ar2024e3.htm},1071}10721073@misc{meng2026artificial,1074 author = {Shuchen Meng and Xupeng Chen},1075 title = {Artificial Intelligence and Systemic Risk: A Unified Model of Performative Prediction, Algorithmic Herding, and Cognitive Dependency in Financial Markets},1076 year = {2026},1077 eprint = {2604.03272},1078 archiveprefix = {arXiv},1079 howpublished = {arXiv preprint arXiv:2604.03272},1080 url = {https://arxiv.org/abs/2604.03272},1081}10821083@misc{qiu2026representation,1084 author = {Yimeng Qiu and Qiwei Han},1085 title = {Representation Homogeneity and Systemic Instability in AI-Dominated Financial Markets: A Structural Approach},1086 year = {2026},1087 eprint = {2604.22818},1088 archiveprefix = {arXiv},1089 howpublished = {arXiv preprint arXiv:2604.22818},1090 url = {https://arxiv.org/abs/2604.22818},1091}10921093@misc{spiro2026oracle,1094 author = {Theodor Spiro},1095 title = {The Oracle's Fingerprint: Correlated AI Forecasting Errors and the Limits of Bias Transmission},1096 year = {2026},1097 eprint = {2605.00844},1098 archiveprefix = {arXiv},1099 howpublished = {arXiv preprint arXiv:2605.00844},1100 url = {https://arxiv.org/abs/2605.00844},1101}11021103@misc{park2026correlated,1104 author = {Park, Seongkyu},1105 title = {Correlated Intelligence: AI Homogenization and Price Discovery},1106 year = {2026},1107 doi = {10.2139/ssrn.7316679},1108 howpublished = {SSRN Working Paper},1109 url = {https://ssrn.com/abstract=7316679},1110 note = {SSRN Working Paper 7316679},1111}11121113@misc{he2026when,1114 author = {He, Xiaoxue},1115 title = {When ChatGPT Stops Talking: GenAI-induced Retail Herding and Systematic Risk},1116 year = {2026},1117 doi = {10.2139/ssrn.6350140},1118 howpublished = {SSRN Working Paper},1119 url = {https://ssrn.com/abstract=6350140},1120 note = {SSRN Working Paper 6350140},1121}11221123@techreport{hansen2025financial,1124 author = {Hansen, Anne Lundgaard and Lee, Seung Jung},1125 title = {Financial Stability Implications of Generative AI: Taming the Animal Spirits},1126 institution = {Board of Governors of the Federal Reserve System},1127 type = {Finance and Economics Discussion Series},1128 number = {2025-090},1129 year = {2025},1130 doi = {10.17016/feds.2025.090},1131}11321133@misc{lopezlira2023can,1134 author = {Lopez-Lira, Alejandro and Tang, Yuehua},1135 title = {Can ChatGPT Forecast Stock Price Movements? Return Predictability and Large Language Models},1136 year = {2023},1137 doi = {10.2139/ssrn.4412788},1138 howpublished = {SSRN Working Paper},1139 url = {https://ssrn.com/abstract=4412788},1140 note = {SSRN Working Paper 4412788; also arXiv:2304.07619},1141}11421143@article{doshi2024generative,1144 author = {Doshi, Anil R. and Hauser, Oliver P.},1145 title = {Generative AI enhances individual creativity but reduces the collective diversity of novel content},1146 journal = {Science Advances},1147 number = {28},1148 volume = {10},1149 pages = {eadn5290},1150 year = {2024},1151 doi = {10.1126/sciadv.adn5290},1152}11531154@incollection{lebaron2006agent,1155 author = {LeBaron, Blake},1156 title = {Agent-Based Computational Finance},1157 booktitle = {Handbook of Computational Economics},1158 editor = {Tesfatsion, Leigh and Judd, Kenneth L.},1159 volume = {2},1160 pages = {1187--1233},1161 publisher = {Elsevier},1162 year = {2006},1163 doi = {10.1016/s1574-0021(05)02024-1},1164}11651166@incollection{tesfatsion2006agent,1167 author = {Tesfatsion, Leigh},1168 title = {Agent-Based Computational Economics: A Constructive Approach to Economic Theory},1169 booktitle = {Handbook of Computational Economics},1170 editor = {Tesfatsion, Leigh and Judd, Kenneth L.},1171 volume = {2},1172 pages = {831--880},1173 publisher = {Elsevier},1174 year = {2006},1175 doi = {10.1016/s1574-0021(05)02016-2},1176}11771178@incollection{hommes2006heterogeneous,1179 author = {Hommes, Cars H.},1180 title = {Heterogeneous Agent Models in Economics and Finance},1181 booktitle = {Handbook of Computational Economics},1182 editor = {Tesfatsion, Leigh and Judd, Kenneth L.},1183 volume = {2},1184 pages = {1109--1186},1185 publisher = {Elsevier},1186 year = {2006},1187 doi = {10.1016/s1574-0021(05)02023-x},1188}11891190@article{farmer2009economy,1191 author = {Farmer, J. Doyne and Foley, Duncan},1192 title = {The economy needs agent-based modelling},1193 journal = {Nature},1194 number = {7256},1195 volume = {460},1196 pages = {685--686},1197 year = {2009},1198 doi = {10.1038/460685a},1199}12001201@incollection{dawid2018agent,1202 author = {Dawid, Herbert and Delli Gatti, Domenico},1203 title = {Agent-Based Macroeconomics},1204 booktitle = {Handbook of Computational Economics},1205 editor = {Hommes, Cars and LeBaron, Blake},1206 volume = {4},1207 pages = {63--156},1208 publisher = {Elsevier},1209 year = {2018},1210 doi = {10.1016/bs.hescom.2018.02.006},1211}12121213@article{brock1998heterogeneous,1214 author = {Brock, William A. and Hommes, Cars H.},1215 title = {Heterogeneous beliefs and routes to chaos in a simple asset pricing model},1216 journal = {Journal of Economic Dynamics and Control},1217 number = {8-9},1218 volume = {22},1219 pages = {1235--1274},1220 year = {1998},1221 doi = {10.1016/s0165-1889(98)00011-6},1222}12231224@article{axtell2025agent,1225 author = {Axtell, Robert L. and Farmer, J. Doyne},1226 title = {Agent-Based Modeling in Economics and Finance: Past, Present, and Future},1227 journal = {Journal of Economic Literature},1228 number = {1},1229 volume = {63},1230 pages = {197--287},1231 year = {2025},1232 doi = {10.1257/jel.20221319},1233}12341235@article{gode1993allocative,1236 author = {Gode, Dhananjay K. and Sunder, Shyam},1237 title = {Allocative Efficiency of Markets with Zero-Intelligence Traders: Market as a Partial Substitute for Individual Rationality},1238 journal = {Journal of Political Economy},1239 number = {1},1240 volume = {101},1241 pages = {119--137},1242 year = {1993},1243 doi = {10.1086/261868},1244}12451246@inproceedings{park2023generative,1247 author = {Park, Joon Sung and O'Brien, Joseph and Cai, Carrie Jun and Morris, Meredith Ringel and Liang, Percy and Bernstein, Michael S.},1248 title = {Generative Agents: Interactive Simulacra of Human Behavior},1249 booktitle = {Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology (UIST '23)},1250 pages = {1--22},1251 publisher = {ACM},1252 year = {2023},1253 doi = {10.1145/3586183.3606763},1254}12551256@techreport{horton2023large,1257 author = {Horton, John and Filippas, Apostolos and Manning, Benjamin},1258 title = {Large Language Models as Simulated Economic Agents: What Can We Learn from Homo Silicus?},1259 institution = {National Bureau of Economic Research},1260 type = {NBER Working Paper},1261 number = {w31122},1262 year = {2023},1263 doi = {10.3386/w31122},1264}12651266@inproceedings{li2024econagent,1267 author = {Li, Nian and Gao, Chen and Li, Mingyu and Li, Yong and Liao, Qingmin},1268 title = {EconAgent: Large Language Model-Empowered Agents for Simulating Macroeconomic Activities},1269 booktitle = {Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},1270 pages = {15523--15536},1271 publisher = {Association for Computational Linguistics},1272 year = {2024},1273 doi = {10.18653/v1/2024.acl-long.829},1274}12751276@misc{lopezlira2025can,1277 author = {Lopez-Lira, Alejandro},1278 title = {Can Large Language Models Trade? Testing Financial Theories with LLM Agents in Market Simulations},1279 year = {2025},1280 doi = {10.2139/ssrn.5217340},1281 howpublished = {SSRN Working Paper},1282 url = {https://ssrn.com/abstract=5217340},1283 note = {SSRN Working Paper 5217340; also arXiv:2504.10789},1284}12851286@article{chen2023emergence,1287 author = {Chen, Yiting and Liu, Tracy Xiao and Shan, You and Zhong, Songfa},1288 title = {The emergence of economic rationality of GPT},1289 journal = {Proceedings of the National Academy of Sciences},1290 number = {51},1291 volume = {120},1292 pages = {e2316205120},1293 year = {2023},1294 doi = {10.1073/pnas.2316205120},1295}12961297@misc{ross2024llm,1298 author = {Jillian Ross and Yoon Kim and Andrew W. Lo},1299 title = {LLM economicus? Mapping the Behavioral Biases of LLMs via Utility Theory},1300 year = {2024},1301 eprint = {2408.02784},1302 archiveprefix = {arXiv},1303 howpublished = {arXiv preprint arXiv:2408.02784},1304 url = {https://arxiv.org/abs/2408.02784},1305}13061307@misc{ross2026why,1308 author = {Jillian Ross and Eric So and Zoe De Simone and Charles Pozniak and Andrew W. Lo},1309 title = {Why Better Models Can Create Riskier Systems: Evidence from LLM Agents in Financial Markets},1310 year = {2026},1311 eprint = {2609.04373},1312 archiveprefix = {arXiv},1313 howpublished = {arXiv preprint arXiv:2609.04373},1314 url = {https://arxiv.org/abs/2609.04373},1315}13161317@misc{bybee2023surveying,1318 author = {Leland Bybee},1319 title = {Surveying Generative AI's Economic Expectations},1320 year = {2023},1321 eprint = {2305.02823},1322 archiveprefix = {arXiv},1323 howpublished = {arXiv preprint arXiv:2305.02823},1324 url = {https://arxiv.org/abs/2305.02823},1325 note = {Earlier version circulated as ``The Ghost in the Machine: Generating Beliefs with Large Language Models''},1326}13271328@misc{zhao2023competeai,1329 author = {Qinlin Zhao and Jindong Wang and Yixuan Zhang and Yiqiao Jin and Kaijie Zhu and Hao Chen and Xing Xie},1330 title = {CompeteAI: Understanding the Competition Dynamics in Large Language Model-based Agents},1331 year = {2023},1332 eprint = {2310.17512},1333 archiveprefix = {arXiv},1334 howpublished = {arXiv preprint arXiv:2310.17512},1335 url = {https://arxiv.org/abs/2310.17512},1336 note = {ICML 2024},1337}13381339@misc{xia2026agentic,1340 author = {Yihan Xia and Panpan You and Taotao Wang and Fang Liu and Han Qi and Xiaoxiao Wu and Shengli Zhang},1341 title = {Agentic Trading: When LLM Agents Meet Financial Markets},1342 year = {2026},1343 eprint = {2605.19337},1344 archiveprefix = {arXiv},1345 howpublished = {arXiv preprint arXiv:2605.19337},1346 url = {https://arxiv.org/abs/2605.19337},1347}13481349@misc{fish2024algorithmic,1350 author = {Sara Fish and Yannai A. Gonczarowski and Ran I. Shorrer},1351 title = {Algorithmic Collusion by Large Language Models},1352 year = {2024},1353 eprint = {2404.00806},1354 archiveprefix = {arXiv},1355 howpublished = {arXiv preprint arXiv:2404.00806},1356 url = {https://arxiv.org/abs/2404.00806},1357}13581359@article{immorlica2024generative,1360 author = {Immorlica, Nicole and Lucier, Brendan and Slivkins, Aleksandrs},1361 title = {Generative AI as Economic Agents},1362 journal = {ACM SIGecom Exchanges},1363 number = {1},1364 volume = {22},1365 pages = {93--109},1366 year = {2024},1367 doi = {10.1145/3699824.3699832},1368}13691370@misc{hammond2025multiagent,1371 author = {Lewis Hammond and Alan Chan and Jesse Clifton and Jason Hoelscher-Obermaier and Akbir Khan and Euan McLean and Chandler Smith and Wolfram Barfuss and Jakob Foerster and Tomáš Gavenčiak and The Anh Han and Edward Hughes and Vojtěch Kovařík and Jan Kulveit and Joel Z. Leibo and Caspar Oesterheld and Christian Schroeder de Witt and Nisarg Shah and Michael Wellman and Paolo Bova and Theodor Cimpeanu and Carson Ezell and Quentin Feuillade-Montixi and Matija Franklin and Esben Kran and Igor Krawczuk and Max Lamparth and Niklas Lauffer and Alexander Meinke and Sumeet Motwani and Anka Reuel and Vincent Conitzer and Michael Dennis and Iason Gabriel and Adam Gleave and Gillian Hadfield and Nika Haghtalab and Atoosa Kasirzadeh and Sébastien Krier and Kate Larson and Joel Lehman and David C. Parkes and Georgios Piliouras and Iyad Rahwan},1372 title = {Multi-Agent Risks from Advanced AI},1373 year = {2025},1374 eprint = {2502.14143},1375 archiveprefix = {arXiv},1376 howpublished = {arXiv preprint arXiv:2502.14143},1377 url = {https://arxiv.org/abs/2502.14143},1378}13791380@article{mei2024turing,1381 author = {Mei, Qiaozhu and Xie, Yutong and Yuan, Walter and Jackson, Matthew O.},1382 title = {A Turing test of whether AI chatbots are behaviorally similar to humans},1383 journal = {Proceedings of the National Academy of Sciences},1384 number = {9},1385 volume = {121},1386 pages = {e2313925121},1387 year = {2024},1388 doi = {10.1073/pnas.2313925121},1389}13901391% ---- Calibration-section sources (added 2026-10-27; verified, see docs/references_verification.md rows 131-144) ----13921393@techreport{fernald2014quarterly,1394 author = {Fernald, John G.},1395 title = {A Quarterly, Utilization-Adjusted Series on Total Factor Productivity},1396 institution = {Federal Reserve Bank of San Francisco},1397 type = {Working Paper},1398 number = {2012-19},1399 year = {2014},1400 month = {apr},1401 note = {Revised April 2014; first version April 2012},1402 doi = {10.24148/wp2012-19},1403 url = {https://www.frbsf.org/research-and-insights/publications/working-papers/2014/04/a-quarterly-utilization-adjusted-series-on-total-factor-productivity/},1404}14051406@article{mehra1985equity,1407 author = {Mehra, Rajnish and Prescott, Edward C.},1408 title = {The Equity Premium: A Puzzle},1409 journal = {Journal of Monetary Economics},1410 volume = {15},1411 number = {2},1412 pages = {145--161},1413 year = {1985},1414 doi = {10.1016/0304-3932(85)90061-3},1415}14161417@article{chetty2011are,1418 author = {Chetty, Raj and Guren, Adam and Manoli, Day and Weber, Andrea},1419 title = {Are Micro and Macro Labor Supply Elasticities Consistent? A Review of Evidence on the Intensive and Extensive Margins},1420 journal = {American Economic Review},1421 volume = {101},1422 number = {3},1423 pages = {471--475},1424 year = {2011},1425 doi = {10.1257/aer.101.3.471},1426}14271428@article{floden2001idiosyncratic,1429 author = {Flod{\'e}n, Martin and Lind{\'e}, Jesper},1430 title = {Idiosyncratic Risk in the {United States} and {Sweden}: Is There a Role for Government Insurance?},1431 journal = {Review of Economic Dynamics},1432 volume = {4},1433 number = {2},1434 pages = {406--437},1435 year = {2001},1436 doi = {10.1006/redy.2000.0121},1437}14381439@article{storesletten2004consumption,1440 author = {Storesletten, Kjetil and Telmer, Christopher I. and Yaron, Amir},1441 title = {Consumption and Risk Sharing over the Life Cycle},1442 journal = {Journal of Monetary Economics},1443 volume = {51},1444 number = {3},1445 pages = {609--633},1446 year = {2004},1447 doi = {10.1016/j.jmoneco.2003.06.005},1448}14491450@article{gorton2012securitized,1451 author = {Gorton, Gary and Metrick, Andrew},1452 title = {Securitized Banking and the Run on Repo},1453 journal = {Journal of Financial Economics},1454 volume = {104},1455 number = {3},1456 pages = {425--451},1457 year = {2012},1458 doi = {10.1016/j.jfineco.2011.03.016},1459}14601461@article{oberfield2021micro,1462 author = {Oberfield, Ezra and Raval, Devesh},1463 title = {Micro Data and Macro Technology},1464 journal = {Econometrica},1465 volume = {89},1466 number = {2},1467 pages = {703--732},1468 year = {2021},1469 doi = {10.3982/ecta12807},1470}14711472@article{karabarbounis2014global,1473 author = {Karabarbounis, Loukas and Neiman, Brent},1474 title = {The Global Decline of the Labor Share},1475 journal = {Quarterly Journal of Economics},1476 volume = {129},1477 number = {1},1478 pages = {61--103},1479 year = {2014},1480 doi = {10.1093/qje/qjt032},1481}14821483@misc{hobbhahn2022trends,1484 author = {Hobbhahn, Marius and Besiroglu, Tamay},1485 title = {Trends in {GPU} Price-Performance},1486 howpublished = {Epoch AI report},1487 year = {2022},1488 month = {jun},1489 url = {https://epoch.ai/publications/trends-in-gpu-price-performance},1490}14911492@misc{cottier2025llm,1493 author = {Cottier, Ben and Snodin, Ben and Owen, David and Adamczewski, Tom},1494 title = {{LLM} Inference Prices Have Fallen Rapidly but Unequally Across Tasks},1495 howpublished = {Epoch AI, Data Insights},1496 year = {2025},1497 month = {mar},1498 url = {https://epoch.ai/data-insights/llm-inference-price-trends},1499}15001501@techreport{iea2025energy,1502 author = {{International Energy Agency}},1503 title = {Energy and {AI}},1504 institution = {International Energy Agency},1505 address = {Paris},1506 year = {2025},1507 month = {apr},1508 note = {Licence: CC BY 4.0},1509 url = {https://www.iea.org/reports/energy-and-ai},1510}15111512@article{acemoglu2019automation,1513 author = {Acemoglu, Daron and Restrepo, Pascual},1514 title = {Automation and New Tasks: How Technology Displaces and Reinstates Labor},1515 journal = {Journal of Economic Perspectives},1516 volume = {33},1517 number = {2},1518 pages = {3--30},1519 year = {2019},1520 doi = {10.1257/jep.33.2.3},1521}15221523@article{myatt2012endogenous,1524 author = {Myatt, David P. and Wallace, Chris},1525 title = {Endogenous Information Acquisition in Coordination Games},1526 journal = {Review of Economic Studies},1527 volume = {79},1528 number = {1},1529 pages = {340--374},1530 year = {2012},1531 doi = {10.1093/restud/rdr018},1532}15331534@article{gabaix2016dynamics,1535 author = {Gabaix, Xavier and Lasry, Jean-Michel and Lions, Pierre-Louis and Moll, Benjamin},1536 title = {The Dynamics of Inequality},1537 journal = {Econometrica},1538 volume = {84},1539 number = {6},1540 pages = {2071--2111},1541 year = {2016},1542 doi = {10.3982/ecta13569},1543}1544