Publications

Working Paper
Pakes A, Porter J, Shepard M, Calder-Wang S. Unobserved Heterogeneity, State Dependence, and Health Plan Choices. Revised Sept. 2022. Working Paper. PDF
Forthcoming
Kline B, Pakes A, Tamer E. Moment Inequalities and Partial Identification in Industrial Organization. In: Handbook of Industrial Organization, Kate Ho, Ali Hortascu, and Alessandro Lizerri editors. ; Forthcoming. PDF
Andrews I, Roth J, Pakes A. Inference for Linear Conditional Moment Inequalities. Review of Economic Studies. Forthcoming. PDF Supplement
2024
Pakes A, Porter J. Moment Inequalities for Multinomial Choice with Fixed Effects. Quantitative Economics. 2024;15 (1) :1-25. PDF
2023
Asker J, Fershtman C, Pakes A. The Impact of AI Design on Pricing. Journal of Economics and Management Strategy. 2023 :1-29. PDF
2022
Asker J, Fershtman C, Pakes A. Artifi cial Intelligence, Algorithm Design and Pricing. AER, Papers and Proceedings. 2022;112 (May) :452-456. PDF
2021
Pakes A. A Helicopter Tour of Some Underlying Issues in Empirical Industrial Organization. Annual Review of Economics. 2021;13 :397-421. PDF
2020
Asker J, Fershtman C, Jeon J, Pakes A. A Computational Framework for Analyzing Dynamic Procurement Auctions: The Market Impact of Information Sharing. RAND Journal of Economics. 2020;51 (3) :805-839. PDF
2019
Pakes A, Sobel J. Parag Pathak: Winner of the 2018 Clark Medal. Journal of Economics Perspectives. 2019;33 (1) :231-246. PDF
2018
Ho K, Pakes A, Shepard M. The Evolution of Health Insurer Costs in Massachusetts, 2010-12. Review of Industrial Organization. 2018;53 (1) :117-137. PDF
Doraszelski U, Lewis G, Pakes A. Just Starting Out: Learning and Equilibrium in a New Market. American Economic Review. 2018;108 (3) :565-615. PDF
2017
Pakes A. Empirical Tools and Competition Analysis: Past Progress and Current Problems. International Journal of Industrial Organization. 2017;53 :241-266. Publisher's VersionAbstract

I review a subset of the empirical tools available for competition analysis. The tools discussed are those needed for the empirical analysis of; demand, production efficiency, product repositioning, and the evolution of market structure. Where relevant I start with a brief review of tools developed in the 1990’s that have recently been incorporated into the analysis of actual policy. The focus is on providing an overview of new developments; both those that are easy to implement, and those that are not quite at that stage yet show promise.

PDF
2016
Pakes A. Methodological Issues in Analyzing Market Dynamics. In: Advances in Dynamic and Evolutionary Games: Theory, Applications, and Numerical Methods . F. Thuijsman & F. Wagener (eds.) . Switzerland: Springer International Publishing ; 2016. pp. 43-75.Abstract

This paper investigates progress in the development of models capable of empirically analyzing the evolution of industries. It starts with a parallel between the development of empirical frameworks for static and dynamic analysis of industries: both adapted their frameworks from models taken from economic theory. The dynamic framework has had its successes: it led to developments that have enabled us to control for dynamic phenomena in static empirical models and to useful computational theory. However when important characteristics of industries were integrated into that framework it generated complexities which both hindered empirical work on dynamics per se, and made it unrealistic as a model of agent behavior. This paper suggests a simpler alternative paradigm, one which need not maintain all the traditional theoretical restrictions, but does maintain the core theoretical idea of optimizing subject to an information set. It then discusses estimation, computation, and an example within that paradigm.

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2015
Pakes A, Porter J, Ho K, Ishii J. Moment Inequalities and Their Application. Econometrica. 2015;83 (1) :315-334. Prior and longer version proof_appendix_pphi_2011.pdf published version
2014
Ho K, Pakes A. Hospital Choices, Hospital Prices, and Financial Incentives to Physicians. American Economic Review. 2014;104 (12) :3841-3884.Abstract

We estimate an insurer-speci…c preference function which rationalizes hospital referrals for privately-insured births in California. The function is additively separable in: a hospital price paid by the insurer, the distance traveled, and plan and severity-speci…c hospital …xed e¤ects (capturing hospital quality). We use an inequality estimator that allows for errors in price and detailed hospital-severity interactions and obtain markedly di¤erent results than those from a logit. The estimates indicate that insurers with more capitated physicians are more responsive to price. Capitated plans send patients further to utilize similar-quality lower-priced hospitals; but the cost-quality trade-o¤ does not vary with capitation rates.

Paper Appendices
Ho K, Pakes A. Physician Payment Reform and Hospital Referrals. American Economic Review Paper and Proceedings. 2014;104 (5) :200-205. Publisher's Version
Pakes A. Behavioral and Descriptive Forms of Choice Models . International Economic Review. 2014;55 (3) :603-624. behavioralanddescriptiveformsofchoice-a.pdf
2012
Fershtman C, Pakes A. Dynamic Games with Asymmetric Information: A Framework for Empirical Work. Quarterly Journal of Economics. 2012;127 (4) :1611-1661. PDF
2011
Ho K, Pakes A. Do Physician Incentives Affect Hospital Choice? A Progress Report. International Journal of Industrial Organization . 2011;29 (3) :317-322. hopakes_ijio_111510.pdf
Erickson T, Pakes A. An Experimental Component Index for the CPI: From Annual Computer Data to Monthly Data on Other Goods. American Economic Review. 2011;101 (5) :1707-1738. ericksonpakes12a.pdf

Pages