The limits of inference with theory: A review of Wolpin (2013)

Journal of Economic Literature

Volumn 52, Issue 3, 2014, Pages 820-850

  Rust, John ^a  

^a GEORGETOWN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84907428644     PISSN: 00220515     EISSN: None     Source Type: Journal    
DOI: 10.1257/jel.52.3.820     Document Type: Review

References (97)

1. Aguirregabiria, Victor, and Pedro Mira. 2013. "Identification of Games of Incomplete Information with Multiple Equilibria and Common Unobserved Heterogeneity." University of Toronto Department of Economics Working Paper 474.
2. Aizawa, Naoki. 2013. "Health Insurance Exchange Design in an Empirical Equilibrium Labor Market Model." Unpublished.
3. Angrist, Joshua D., and Jörn-Steffen Pischke. 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con Out of Econometrics." Journal of Economic Perspectives 24 (2): 3-30.
4. Banerjee, Abhijit V., and Esther Duflo. 2009. "The Experimental Approach to Development Economics." Annual Review of Economics 1: 151-78.
5. Barron, Andrew R. 1994. "Approximation and Estimation Bounds for Artificial Neural Networks." Machine Learning 14: 115-33.
6. Bellman, Richard. 1957. Dynamic Programming. Princeton and Oxford: Princeton University Press.
7. Benitez-Silva, Hugo, Moshe Buchinsky, and John Rust. 2003. "Induced Entry Effects of a $1 for $2 Offset in SSDI Benefits." Unpublished.
8. Burns, Arthur F., and Wesley C. Mitchell. 1947. Measuring Business Cycles. New York: National Bureau of Economic Research.
9. Cho, Sungjin, and John Rust. 2010. "The Flat Rental Puzzle." Review of Economic Studies 77 (2): 560-94.
10. Chow, Chef-Seng, and John N. Tsitsiklis. 1989. "The Complexity of Dynamic Programming." Journal of Complexity 5 (4): 466-88.
11. Colander, David, et al. 2009. "The Financial Crisis and the Systemic Failure of Academic Economics." University of Copenhagen Department of Economics Discussion Paper 09-03.
12. Cunha, Flavio, and James Heckman. 2007. "The Technology of Skill Formation." American Economic Review 97 (2): 31-47.
13. Deaton, Angus S. 2009. "Instruments of Development: Randomization in the Tropics, and the Search for the Elusive Keys to Economic Development." National Bureau of Economic Research Working Paper 14690.
14. Deaton, Angus S. 2009. "Instruments of Development: Randomization in the Tropics, and the Search for the Elusive Keys to Economic Development." National Bureau of Economic Research Working Paper 14690.
15. Eagleman, David. 2011. Incognito: The Secret Lives of the Brain. New York: Random House, Pantheon Books.
16. Einhorn, Hillel J., and Robin M. Hogarth. 1986. "Decision Making under Ambiguity." Journal of Business 59 (4 Part 2): S225-50.
17. El-Gamal, Mahmoud A., and David M. Grether. 1995. "Are People Bayesian? Uncovering Behavioral Strategies." Journal of the American Statistical Association 90 (432): 1137-45.
18. Fang, Hanming, and Dan Silverman. 2009. "Time-Inconsistency and Welfare Program Participation: Evidence from the NLSY." International Economic Review 50 (4): 1043-77.
19. Fang, Hanming, and Alessandro Gavazza. 2011. "Dynamic Inefficiencies in an Employment-Based Health Insurance System: Theory and Evidence." American Economic Review 101 (7): 3047-77.
20. Feigenbaum, Edward A., and Herbert A. Simon. 1984. "EPAM-Like Models of Recognition and Learning." Cognitive Science 8: 305-36.
21. Frijters, Paul. 2013. "Review of The Limits of Inference without Theory by Kenneth I. Wolpin." Economic Record 89 (286): 429-32.
22. Geweke, John. 2014. "Review Essay on Charles F. Manski's Public Policy in an Uncertain World." Journal of Economic Literature 52(3):XXX
23. Gilboa, Itzhak, Andrew Postlewaite, Larry Samuelson, and David Schmeidler. Forthcoming. "Economic Models as Analogies." Economic Journal.
24. Gilboa, Itzhak, Larry Samuelson, and David Schmeidler. 2013. "Dynamics of Inductive Inference in a Unified Framework." Journal of Economic Theory 148 (4): 1399-1432.
25. Gilboa, Itzhak, and David Schmeidler. 1989. "Maxmin Expected Utility with Non-unique Prior." Journal of Mathematical Economics 18: 141-53.
26. Gödel, Kurt. 1986. "On Formally Undecidable Propositions of Principia Mathematica and Related Systems I." In Kurt Godel Collected Works: Volume I: Publications 1929-1936, edited by Solomon Feferman et al., 144-95. Oxford and New York: Oxford University Press, 1931.
27. Griffiths, Thomas L., and Joshua B. Tenenbaum. 2009. "Theory-Based Causal Induction." Psychological Review 116 (4): 661-716.
28. Haavelmo, Trygve. 1944. "The Probability Approach in Econometrics." Econometrica 12 (Supplement): 1-115.
29. Hahn, Frank. 1991. "The Next Hundred Years." Economic Journal 101 (404): 47-50.
30. Hansen, Lars Peter, and Thomas J. Sargent. 1980. "Methods for Estimating Continuous Time Rational Expectations Models from Discrete Time Data." Federal Reserve Bank of Minneapolis Staff Report 59.
31. Hansen, Lars Peter, and Thomas J. Sargent. 2008. Robustness. Princeton and Oxford: Princeton University Press.
32. Heckman, James J. 1992a. "Haavelmo and the Birth of Modern Econometrics: A Review of The History of Econometric Ideas by Mary Morgan." Journal of Economic Literature 30 (2): 876-86.
33. Heckman, James J. 1992b. "Randomization and Social Policy Evaluation." In Evaluating Welfare and Training Programs, edited by Charles F. Manski and Irwin Garfinkel, 201-30. Cambridge and London: Harvard University Press.
34. Heckman, James J. 2007. "Haavelmo's Legacy." Unpublished.
35. Heckman, James J. 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy." Journal of Economic Literature 48 (2): 356-98.
36. Heckman, James J., and V. Joseph Hotz. 1989. "Choosing among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training." Journal of the American Statistical Association 84 (408): 862-74.
37. Heckman, James J., and Salvador Navarro. 2007. "Dynamic Discrete Choice and Dynamic Treatment Effects." Journal of Econometrics 136 (2): 341-96.
38. Heckman, James J., and Rodrigo Pinto. 2013. "Causal Analysis after Haavelmo." Unpublished.
39. Heckman, James J., and Sergio Urzua. 2009. "Comparing IV with Structural Models: What Simple IV Can and Cannot Identify." National Bureau of Economic Research Working Paper 14706.
40. Heckman, James J., and Edward J. Vytlacil. 2007a. "Econometric Evaluation of Social Programs, Part I: Causal Models, Structural Models and Econometric Policy Evaluation." In Handbook of Econometrics, Volume 6B, edited by James J. Heckman and Edward E. Leamer, 4779-4874. Amsterdam and Boston: Elsevier, North-Holland.
41. Heckman, James J., and Edward J. Vytlacil. 2007b. "Econometric Evaluation of Social Programs, Part II: Using the Marginal Treatment Effect to Organize Alternative Econometric Estimators to Evaluate Social Programs, and to Forecast Their Effects in New Environments." In Handbook of Econometrics, Volume 6B, edited by James J. Heckman and Edward E. Leamer, 4875-5144. Amsterdam and Boston: Elsevier, North-Holland.
42. Hendry, David F., and Søren Johansen. 2012. "Model Discovery and Trygve Haavelmo's Legacy." University of Oxford Department of Economics Discussion Paper 598.
43. Hurwicz, Leonid. 1962. "On the Structural Form of Interdependent Systems." In Logic, Methodology and Philosophy of Science, edited by E. Nagel et al., 232-39. Stanford: Stanford University Press.
44. Imbens, Guido W. 2009. "Better LATE than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)." National Bureau of Economic Research Working Paper 14896.
45. Imbens, Guido W., and Joshua D. Angrist. 1994. "Identification and Estimation of Local Average Treatment Effects." Econometrica 62 (2): 467-75.
46. Iskhakov, Fedor, John Rust, and Bertel Schjerning. 2013. "Recursive Lexicographical Search: Finding All Markov Perfect Equilibria of Finite State Directional Dynamic Games." Unpublished.
47. Kaboski, Joseph P., and Robert M. Townsend. 2011. "A Structural Evaluation of a Large-Scale Quasi-experimental Microfinance Initiative." Econometrica 79 (5): 1357-1406.
48. Keane, Michael P., and Kenneth I. Wolpin. 1997. "The Career Decisions of Young Men." Journal of Political Economy 105 (3): 473-522.
49. Keane, Michael P., and Kenneth I. Wolpin. 2010. "The Role of Labor and Marriage Markets, Preference Heterogeneity, and the Welfare System in the Life Cycle Decision of Black, Hispanic, and White Women." International Economic Review 51 (3): 851-92.
50. Klibanoff, Peter, Massimo Marinacci, and Sujoy Mukerji. 2005. "A Smooth Model of Decision Making under Ambiguity." Econometrica 73 (6): 1849-92.
51. Koopmans, Tjalling C. 1947. "Measurement without Theory." Review of Economics and Statistics 29 (3): 161-72.
52. Koopmans, Tjalling C., and Augustus F. Bausch. 1959. "Selected Topics in Economics Involving Mathematical Reasoning." SIAM Review 1 (2): 79-148.
53. Kurzweil, Ray. 1999. The Age of Spiritual Machines: When Computers Exceed Human Intelligence. New York: Penguin Group, Viking Penguin.
54. Kurzweil, Ray. 2005. The Singularity Is Near: When Humans Transcend Biology. New York: Penguin Group, Viking Penguin.
55. LaLonde, Robert J. 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data." American Economic Review 76 (4): 604-20.
56. Leamer, Edward E. 1982. Specification Searches: Ad Hoc Inference with Nonexperimental Data. New York: Wiley.
57. Leamer, Edward E. 1983. "Let's Take the Con Out of Econometrics." American Economic Review 73 (1): 31-43.
58. Ledyard, John O. 1986. "The Scope of the Hypothesis of Bayesian Equilibrium." Journal of Economic Theory 39 (1): 59-82.
59. Lewis, Michael. 2003. Moneyball: The Art of Winning an Unfair Game. New York and London: W. W. Norton and Company.
60. Lucas, Robert E., Jr. 1976. "Econometric Policy Evaluation: A Critique." Carnegie-Rochester Conference Series on Public Policy 1: 19-46.
61. Lucas, Robert E., Jr., and Thomas J. Sargent, eds. 1981. Rational Expectations and Econometric Practice. Minneapolis: University of Minnesota Press.
62. Lumsdaine, Robin L., James H. Stock, and David A. Wise. 1992. "Pension Plan Provisions and Retirement: Men and Women, Medicare, and Models." In Studies in the Economics of Aging, edited by David A. Wise, 183-222. Chicago and London: University of Chicago Press.
63. Magnac, Thierry, and David Thesmar. 2002. "Identifying Dynamic Discrete Decision Processes." Econometrica 70 (2): 801-16.
64. Manski, Charles F. 2013. Public Policy in an Uncertain World: Analysis and Decisions. Cambridge and London: Harvard University Press.
65. Manski, Charles F. 2014. "Identification of Income-Leisure Preferences and Evaluation of Income Tax Policy." Quantitative Economics 5 (1): 145-74.
66. Marschak, Jacob. 1953. "Economic Measurements for Policy and Prediction." in Studies in Econometric Method, edited by William C. Hood and Tjalling C. Koopmans, 1-26. New York and London: Wiley.
67. Matzkin, Rosa L. 1991. "Semiparametric Estimation of Monotone and Concave Utility Functions for Polychotomous Choice Models." Econometrica 59 (5): 1315-27.
68. McFadden, Daniel. 1974. "Conditional Logit Analysis of Qualitative Choice Behavior." In Frontiers in Econometrics, edited by P. Zarembka, 105-42. New York: Academic Press.
69. Misra, Sanjog, and Harikesh S. Nair. 2011. "A Structural Model of Sales-Force Compensation Dynamics: Estimation and Field Implementation." Quantitative Marketing and Economics 9 (3): 211-57.
70. Moffitt, Robert. 1983. "An Economic Model of Welfare Stigma." American Economic Review 73 (5): 1023-35.
71. Mohri, Mehryar, Afshin Rostamizadeh, and Ameet Talwalkar. 2012. Foundations of Machine Learning. Cambridge and London: MIT Press.
72. Morgan, Mary S. 1991. The History of Econometric Ideas. Cambridge and New York: Cambridge University Press.
73. Morgan, Mary S. 2012. The World in the Model: How Economists Work and Think. Cambridge and New York: Cambridge University Press.
74. Nemirovsky, A. S., and D. B. Yudin. 1983. Problem Complexity and Method Efficiency in Optimization. New York: Wiley.
75. Nevo, Aviv, and Michael D. Whinston. 2010. "Taking the Dogma Out of Econometrics: Structural Modeling and Credible Inference." Journal of Economic Perspectives 24 (2): 69-82.
76. Newell, Allen, and Herbert A. Simon. 1972. Human Problem Solving. Upper Saddle River, N. J.: Prentice Hall.
77. Phillips, Peter C. B. 2003. "Laws and Limits of Econometrics." Economic Journal 113 (486): C26-52.
78. Phillips, Peter C. B. 2005. "Automated Discovery in Econometrics." Econometric Theory 21 (1): 3-20.
79. Popper, Karl. 1959. The Logic of Scientific Discovery. New York: Basic Books.
80. Rust, John. 1994. "Structural Estimation of Markov Decision Processes." In Handbook of Econometrics, Volume 4, edited by Robert F. Engle and Daniel L. McFadden, 3081-3143. Amsterdam and San Diego: Elsevier, North-Holland.
81. Rust, John. 1997. "Using Randomization to Break the Curse of Dimensionality." Econometrica 65 (3): 487-516.
82. Rust, John. 2010. "Comments on 'Structural vs. Atheoretic Approaches to Econometrics' by Michael Keane." Journal of Econometrics 156 (1): 21-24.
83. Rust, John, and Christopher Phelan. 1997. "How Social Security and Medicare Affect Retirement Behavior in a World of Incomplete Markets." Econometrica 65 (4): 781-831.
84. Rust, John, J. F. Traub, and H. Wozniakowski. 2002. "Is There a Curse of Dimensionality for Contraction Fixed Points in the Worst Case?" Econometrica 70 (1): 285-329.
85. Schorfheide, Frank, and Kenneth I. Wolpin. 2013. "To Hold or Not to Hold Out." National Bureau of Economic Research Working Paper 19565.
86. Shapley, Lloyd S. 1964. "Some Topics in Two-Person Games." In Advances in Game Theory, edited by Melvin Dresher, Lloyd S. Shapley, and Albert William Tucker, 1-28. Princeton. Princeton: Princeton University Press.
87. Silver, Nate. 2012. The Signal and the Noise: Why So Many Predictions Fail - but Some Don't. New York: Penguin Press.
88. Sims, Christopher A. 1980. "Macroeconomics and Reality." Econometrica 48 (1): 1-48.
89. Solomonoff, R. J. 1964. "A Formal Theory of Inductive Inference. Part I." Information and Control 7: 1-22.
90. Stiglitz, Joseph E. 2002. "Information and the Change in the Paradigm in Economics." American Economic Review 92 (3): 460-501.
91. Stone, Charles J. 1980. "Optimal Rates of Convergence for Nonparametric Estimators." Annals of Statistics 8 (6): 1348-60.
92. Sugden, Robert. 2000. "Credible Worlds: The Status of Theoretical Models in Economics." Journal of Economic Methodology 7 (1): 1-31.
93. Todd, Petra E., and Kenneth I. Wolpin. 2006. "Assessing the Impact of a School Subsidy Program in Mexico: Using a Social Experiment to Validate a Dynamic Behavioral Model of Child Schooling and Fertility." American Economic Review 96 (5): 1384-1417.
94. Todd, Petra E., and Kenneth I. Wolpin. 2013. "Estimating a Coordination Game in the Classroom." Unpublished.
95. Vapnik, Vladimir N. 1998. Statistical Learning Theory. New York: Wiley.
96. Weintraub, Gabriel Y., C. Lanier Benkard, and Benjamin Van Roy. 2008. "Markov Perfect Industry Dynamics with Many Firms." Econometrica 76 (6): 1375-1411.
97. Wolpin, Kenneth I. 2013. The Limits of Inference without Theory. Cambridge, Mass. and London: MIT Press.