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The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics

Listed author(s):
  • Joshua D. Angrist
  • Jörn-Steffen Pischke

Since Edward Leamer's memorable 1983 paper, "Let's Take the Con out of Econometrics," empirical microeconomics has experienced a credibility revolution. While Leamer's suggested remedy, sensitivity analysis, has played a role in this, we argue that the primary engine driving improvement has been a focus on the quality of empirical research designs. The advantages of a good research design are perhaps most easily apparent in research using random assignment. We begin with an overview of Leamer's 1983 critique and his proposed remedies. We then turn to the key factors we see contributing to improved empirical work, including the availability of more and better data, along with advances in theoretical econometric understanding, but especially the fact that research design has moved front and center in much of empirical micro. We offer a brief digression into macroeconomics and industrial organization, where progress -- by our lights -- is less dramatic, although there is work in both fields that we find encouraging. Finally, we discuss the view that the design pendulum has swung too far. Critics of design-driven studies argue that in pursuit of clean and credible research designs, researchers seek good answers instead of good questions. We briefly respond to this concern, which worries us little.

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File URL: http://www.aeaweb.org/articles.php?doi=10.1257/jep.24.2.3
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Article provided by American Economic Association in its journal Journal of Economic Perspectives.

Volume (Year): 24 (2010)
Issue (Month): 2 (Spring)
Pages: 3-30

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Handle: RePEc:aea:jecper:v:24:y:2010:i:2:p:3-30
Note: DOI: 10.1257/jep.24.2.3
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  1. Robert W. Crandall & Clifford Winston, 2005. "Does antitrust policy improve consumer welfare? Assessing the evidence," Chapters, in: Governments, Competition and Utility Regulation, chapter 2 Edward Elgar Publishing.
  2. LaLonde, Robert J, 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, American Economic Association, vol. 76(4), pages 604-620, September.
  3. Sergio Urzua & James J. Heckman, 2009. "Comparing IV with Structural Models: What Simple IV Can and Cannot Identify," Working Papers 200906, Geary Institute, University College Dublin.
  4. Daron Acemoglu & Simon Johnson & James A. Robinson, 2000. "The Colonial Origins of Comparative Development: An Empirical Investigation," NBER Working Papers 7771, National Bureau of Economic Research, Inc.
  5. Karlan, Dean S. & Zinman, Jonathan, 2007. "Observing Unobservables: Identifying Information Asymmetries with a Consumer Credit Field Experiment," CEPR Discussion Papers 6182, C.E.P.R. Discussion Papers.
  6. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
  7. Eric A. Hanushek & John F. Kain & Steven G. Rivkin, 1998. "Teachers, Schools, and Academic Achievement," NBER Working Papers 6691, National Bureau of Economic Research, Inc.
  8. Joshua D. Angrist & Stacey H. Chen, 2009. "Long-Term Economic Consequences of Vietnam-Era Conscription: Schooling, Experience and Earnings," Royal Holloway, University of London: Discussion Papers in Economics 09/02, Department of Economics, Royal Holloway University of London.
  9. François Velde, 2006. "Chronicles of a deflation unforetold," Working Paper Series WP-06-12, Federal Reserve Bank of Chicago.
  10. Gary Solon, 1984. "Work Incentive Effects of Taxing Unemployment Benefits," NBER Working Papers 1260, National Bureau of Economic Research, Inc.
  11. Olivier Deschênes & Michael Greenstone, 2007. "Climate Change, Mortality, and Adaptation: Evidence from Annual Fluctuations in Weather in the US," NBER Working Papers 13178, National Bureau of Economic Research, Inc.
  12. McAleer, Michael & Pagan, Adrian R & Volker, Paul A, 1985. "What Will Take the Con out of Econometrics?," American Economic Review, American Economic Association, vol. 75(3), pages 293-307, June.
  13. Raghuram G. Rajan & Arvind Subramanian, 2005. "Aid and Growth: What Does the Cross-Country Evidence Really Show?," NBER Working Papers 11513, National Bureau of Economic Research, Inc.
  14. Caroline M. Hoxby, 2000. "The Effects of Class Size on Student Achievement: New Evidence from Population Variation," The Quarterly Journal of Economics, Oxford University Press, vol. 115(4), pages 1239-1285.
  15. Summers, Anita A & Wolfe, Barbara L, 1977. "Do Schools Make a Difference?," American Economic Review, American Economic Association, vol. 67(4), pages 639-652, September.
  16. Stefano DellaVigna & M. Daniele Paserman, 2005. "Job Search and Impatience," Journal of Labor Economics, University of Chicago Press, vol. 23(3), pages 527-588, July.
  17. repec:pri:cheawb:deaton%20instruments%20of%20development%20keynes%20lecture%202009.pdf is not listed on IDEAS
  18. Isaac Ehrlich, 1973. "The Deterrent Effect of Capital Punishment: A Question of Life and Death," NBER Working Papers 0018, National Bureau of Economic Research, Inc.
  19. Nunn, Nathan, 2008. "The Long-Term Effects of Africa's Slave Trades," Scholarly Articles 3710252, Harvard University Department of Economics.
  20. repec:pri:cheawb:deaton%20instruments%20of%20development%20keynes%20lecture%202009 is not listed on IDEAS
  21. David Card & Alan B. Krueger, 1990. "School Quality and Black/White Relative Earnings: A Direct Assessment," Working Papers 652, Princeton University, Department of Economics, Industrial Relations Section..
  22. Dean S. Karlan & Jonathan Zinman, 2005. "Observing Unobservables: Identifying Information Asymmetries with a Consumer Credit Field Experiment," Working Papers 911, Economic Growth Center, Yale University.
  23. Jeffrey R. Kling & Jeffrey B. Liebman & Lawrence F. Katz, 2005. "Experimental Analysis of Neighborhood Effects," NBER Working Papers 11577, National Bureau of Economic Research, Inc.
  24. Orley Ashenfelter & Daniel Hosken, 2008. "The Effect of Mergers on Consumer Prices: Evidence from Five Selected Case Studies," NBER Working Papers 13859, National Bureau of Economic Research, Inc.
  25. Angrist, Joshua D, 1990. "Lifetime Earnings and the Vietnam Era Draft Lottery: Evidence from Social Security Administrative Records: Errata," American Economic Review, American Economic Association, vol. 80(5), pages 1284-1286, December.
  26. Ernst Fehr & Lorenz G�tte, 2005. "Do Workers Work More if Wages are High? Evidence from a Randomized Field Experiment," IEW - Working Papers 125, Institute for Empirical Research in Economics - University of Zurich.
  27. Christina D. Romer & David H. Romer, 2007. "The Macroeconomic Effects of Tax Changes: Estimates Based on a New Measure of Fiscal Shocks," NBER Working Papers 13264, National Bureau of Economic Research, Inc.
  28. Ehrlich, Isaac, 1977. "The Deterrent Effect of Capital Punishment: Reply," American Economic Review, American Economic Association, vol. 67(3), pages 452-458, June.
  29. Jonathan B. Baker, 2003. "The Case for Antitrust Enforcement," Journal of Economic Perspectives, American Economic Association, vol. 17(4), pages 27-50, Fall.
  30. David Card, 1988. "Unexpected Inflation, Real Wages, and Employment Determination in Union Contracts," Working Papers 612, Princeton University, Department of Economics, Industrial Relations Section..
  31. Finn E. Kydland & Edward C. Prescott, 1996. "The Computational Experiment: An Econometric Tool," Journal of Economic Perspectives, American Economic Association, vol. 10(1), pages 69-85, Winter.
  32. Robert Barro, 2011. "Macroeconomic Effects from Government Purchases and Taxes," Annual Meeting Plenary 2011-1, Society for Economic Dynamics.
  33. Guido Imbens & Thomas Lemieux, 2007. "Regression Discontinuity Designs: A Guide to Practice," NBER Technical Working Papers 0337, National Bureau of Economic Research, Inc.
  34. John J. Donohue III & Justin Wolfers, 2006. "Uses and Abuses of Empirical Evidence in the Death Penalty Debate," NBER Working Papers 11982, National Bureau of Economic Research, Inc.
  35. Dani Rodrik & Romain Wacziarg, 2005. "Do Democratic Transitions Produce Bad Economic Outcomes?," American Economic Review, American Economic Association, vol. 95(2), pages 50-55, May.
  36. Feldstein, Martin & Horioka, Charles, 1980. "Domestic Saving and International Capital Flows," Economic Journal, Royal Economic Society, vol. 90(358), pages 314-329, June.
  37. Benjamin J. Keys & Tanmoy Mukherjee & Amit Seru & Vikrant Vig, 2010. "Did Securitization Lead to Lax Screening? Evidence from Subprime Loans," The Quarterly Journal of Economics, Oxford University Press, vol. 125(1), pages 307-362.
  38. Wooldridge, Jeffrey M. & Imbens, Guido, 2009. "Recent Developments in the Econometrics of Program Evaluation," Scholarly Articles 3043416, Harvard University Department of Economics.
  39. N. G. Mankiw., 2009. "The Macroeconomist as Scientist and Engineer," VOPROSY ECONOMIKI, N.P. Redaktsiya zhurnala "Voprosy Economiki", vol. 5.
  40. Manning, Willard G, et al, 1987. "Health Insurance and the Demand for Medical Care: Evidence from a Randomized Experiment," American Economic Review, American Economic Association, vol. 77(3), pages 251-277, June.
  41. Joshua D. Angrist & Guido M. Kuersteiner, 2004. "Semiparametric Causality Tests Using the Policy Propensity Score," NBER Working Papers 10975, National Bureau of Economic Research, Inc.
  42. Orley Ashenfelter & Mark W. Plant, 1990. "Non-Parametric Estimates of the Labor Supply Effects of Negative Income Tax Programs," Working Papers 639, Princeton University, Department of Economics, Industrial Relations Section..
  43. Orley C. Ashenfelter & Daniel Hosken & Matthew Weinberg, 2009. "Generating Evidence to Guide Merger Enforcement," Working Papers 1137, Princeton University, Department of Economics, Center for Economic Policy Studies..
  44. Ramey, Valerie A. & Shapiro, Matthew D., 1998. "Costly capital reallocation and the effects of government spending," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 48(1), pages 145-194, June.
  45. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
  46. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
  47. Ehrlich, Isaac, 1977. "Capital Punishment and Deterrence: Some Further Thoughts and Additional Evidence," Journal of Political Economy, University of Chicago Press, vol. 85(4), pages 741-788, August.
  48. Angus Deaton, 2009. "Instruments of development: Randomization in the tropics, and the search for the elusive keys to economic development," Working Papers 1122, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
  49. Miguel Urquiola & Eric Verhoogen, 2007. "Class Size and Sorting in Market Equilibrium: Theory and Evidence," NBER Working Papers 13303, National Bureau of Economic Research, Inc.
  50. Hoyt Bleakley, 2007. "Disease and Development: Evidence from Hookworm Eradication in the American South," The Quarterly Journal of Economics, Oxford University Press, vol. 122(1), pages 73-117.
  51. Sims, Christopher A, 1988. "Uncertainty across Models," American Economic Review, American Economic Association, vol. 78(2), pages 163-167, May.
  52. Paul Gertler, 2004. "Do Conditional Cash Transfers Improve Child Health? Evidence from PROGRESA's Control Randomized Experiment," American Economic Review, American Economic Association, vol. 94(2), pages 336-341, May.
  53. Imbens, G. & Angrist, J.D., 1992. "Average Causal Response with Variable Treatment Intensity," Harvard Institute of Economic Research Working Papers 1611, Harvard - Institute of Economic Research.
  54. repec:pri:rpdevs:instruments_of_development.pdf is not listed on IDEAS
  55. Hausman, Jerry A & Leonard, Gregory K, 2002. "The Competitive Effects of a New Product Introduction: A Case Study," Journal of Industrial Economics, Wiley Blackwell, vol. 50(3), pages 237-263, September.
  56. Michael Conlin & Ted O'Donoghue & Timothy J. Vogelsang, 2007. "Projection Bias in Catalog Orders," American Economic Review, American Economic Association, vol. 97(4), pages 1217-1249, September.
  57. Joshua D. Angrist, 1989. "Lifetime Earnings and the Vietnam Era Draft Lottery: Evidence from Social Security Administrative Records," Working Papers 631, Princeton University, Department of Economics, Industrial Relations Section..
  58. Justine S. Hastings, 2004. "Vertical Relationships and Competition in Retail Gasoline Markets: Empirical Evidence from Contract Changes in Southern California," American Economic Review, American Economic Association, vol. 94(1), pages 317-328, March.
  59. Brian A. Jacob, 2004. "Public Housing, Housing Vouchers, and Student Achievement: Evidence from Public Housing Demolitions in Chicago," American Economic Review, American Economic Association, vol. 94(1), pages 233-258, March.
  60. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
  61. Albouy, David, 2006. "The Colonial Origins of Comparative Development: An Investigation of the Settler Mortality Data," Center for International and Development Economics Research, Working Paper Series qt8kt576x8, Center for International and Development Economics Research, Institute for Business and Economic Research, UC Berkeley.
  62. Greenberg, David & Halsey, Harlan, 1983. "Systematic Misreporting and Effects of Income Maintenance Experiments on Work Effort: Evidence from the Seattle-Denver Experiment," Journal of Labor Economics, University of Chicago Press, vol. 1(4), pages 380-407, October.
  63. Borenstein, Severin, 1990. "Airline Mergers, Airport Dominance, and Market Power," American Economic Review, American Economic Association, vol. 80(2), pages 400-404, May.
  64. Gerald S. Oettinger, 1999. "An Empirical Analysis of the Daily Labor Supply of Stadium Vendors," Journal of Political Economy, University of Chicago Press, vol. 107(2), pages 360-392, April.
  65. Cecilia Elena Rouse, 1998. "Private School Vouchers and Student Achievement: An Evaluation of the Milwaukee Parental Choice Program," The Quarterly Journal of Economics, Oxford University Press, vol. 113(2), pages 553-602.
  66. Ehrlich, Isaac & Liu, Zhiqiang, 1999. "Sensitivity Analyses of the Deterrence Hypothesis: Let's Keep the Econ in Econometrics," Journal of Law and Economics, University of Chicago Press, vol. 42(1), pages 455-487, April.
  67. White, Halbert, 1980. "Using Least Squares to Approximate Unknown Regression Functions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 21(1), pages 149-170, February.
  68. Passell, Peter & Taylor, John B, 1977. "The Deterrent Effect of Capital Punishment: Another View," American Economic Review, American Economic Association, vol. 67(3), pages 445-451, June.
  69. repec:pri:cepsud:160ashenfelter is not listed on IDEAS
  70. Stefano DellaVigna & Ulrike Malmendier, 2006. "Paying Not to Go to the Gym," American Economic Review, American Economic Association, vol. 96(3), pages 694-719, June.
  71. Isaac Ehrlich, 1996. "Crime, Punishment, and the Market for Offenses," Journal of Economic Perspectives, American Economic Association, vol. 10(1), pages 43-67, Winter.
  72. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-890, July.
  73. repec:fth:prinin:259 is not listed on IDEAS
  74. Paul Schultz, T., 2004. "School subsidies for the poor: evaluating the Mexican Progresa poverty program," Journal of Development Economics, Elsevier, vol. 74(1), pages 199-250, June.
  75. Gary Richardson & William Troost, 2009. "Monetary Intervention Mitigated Banking Panics during the Great Depression: Quasi-Experimental Evidence from a Federal Reserve District Border, 1929-1933," Journal of Political Economy, University of Chicago Press, vol. 117(6), pages 1031-1073, December.
  76. Peters, Craig, 2006. "Evaluating the Performance of Merger Simulation: Evidence from the U.S. Airline Industry," Journal of Law and Economics, University of Chicago Press, vol. 49(2), pages 627-649, October.
  77. Kydland, Finn E & Prescott, Edward C, 1977. "Rules Rather Than Discretion: The Inconsistency of Optimal Plans," Journal of Political Economy, University of Chicago Press, vol. 85(3), pages 473-491, June.
  78. repec:pri:rpdevs:instruments_of_development is not listed on IDEAS
  79. Guido W. Imbens, 2009. "Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)," NBER Working Papers 14896, National Bureau of Economic Research, Inc.
  80. Aviv Nevo, 2000. "Mergers with Differentiated Products: The Case of the Ready-to-Eat Cereal Industry," RAND Journal of Economics, The RAND Corporation, vol. 31(3), pages 395-421, Autumn.
  81. Ehrlich, Isaac & Brower, George D, 1987. "On the Issue of Causality in the Economic Model of Crime and Law Enforcement: Some Theoretical Considerations and Experimental Evidence," American Economic Review, American Economic Association, vol. 77(2), pages 99-106, May.
  82. Leamer, Edward E, 1985. "Sensitivity Analyses Would Help," American Economic Review, American Economic Association, vol. 75(3), pages 308-313, June.
  83. James Heckman, 1997. "Instrumental Variables: A Study of Implicit Behavioral Assumptions Used in Making Program Evaluations," Journal of Human Resources, University of Wisconsin Press, vol. 32(3), pages 441-462.
  84. Ashenfelter, Orley, 1987. "The case for evaluating training programs with randomized trials," Economics of Education Review, Elsevier, vol. 6(4), pages 333-338, August.
  85. Hanushek, Eric A, 1986. "The Economics of Schooling: Production and Efficiency in Public Schools," Journal of Economic Literature, American Economic Association, vol. 24(3), pages 1141-1177, September.
  86. Joshua D. Angrist & Victor Lavy, 1999. "Using Maimonides' Rule to Estimate the Effect of Class Size on Scholastic Achievement," The Quarterly Journal of Economics, Oxford University Press, vol. 114(2), pages 533-575.
  87. Milton Friedman & Anna J. Schwartz, 1963. "A Monetary History of the United States, 1867–1960," NBER Books, National Bureau of Economic Research, Inc, number frie63-1, September.
  88. Ashenfelter, Orley C, 1978. "Estimating the Effect of Training Programs on Earnings," The Review of Economics and Statistics, MIT Press, vol. 60(1), pages 47-57, February.
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