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Size Matters: The Standard Error of Regressions in the American Economic Review

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Author Info
Stephen T Ziliak (Roosevelt University)
Deirdre N McCloskey

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Abstract

Significance testing as used has no theoretical justification. Our article in the Journal of Economic Literature (1996) showed that of the 182 full-length papers published in the 1980s in the American Economic Review 70% did not distinguish economic from statistical significance. Since 1996 many colleagues have told us that practice has improved. We interpret their response as an empirical claim, a judgment about a fact. Our colleagues, unhappily, are mistaken: significance testing is getting worse. We find here that in the next decade, the 1990s, of the 137 papers using a test of statistical significance in the AER fully 82% mistook a merely statistically significant finding for an economically significant finding. A super majority (81%) believed that looking at the sign of a coefficient sufficed for science, ignoring size. The mistake is causing economic damage: losses of jobs and justice, and indeed of human lives (especially in, to mention another field enchanted with statistical significance as against substantive significance, medical science). The confusion between fit and importance is causing false hypotheses to be accepted and true hypotheses to be rejected. We propose a publication standard for the future: “Tell me the oomph of your coefficient; and do not confuse it with merely statistical significance.”

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Publisher Info
Article provided by Atlas Economic Research Foundation in its journal Econ Journal Watch.

Volume (Year): 1 (2004)
Issue (Month): 2 (August)
Pages: 331-358
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Handle: RePEc:ejw:volone:331-358

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Related research
Keywords: statistical significance economic significance R.A. Fisher role of economics

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Find related papers by JEL classification:
A11 - General Economics and Teaching - - General Economics - - - Role of Economics; Role of Economists
C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Hypothesis Testing
C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation and Testing

References listed on IDEAS
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  1. Bernheim, B Douglas & Wantz, Adam, 1995. "A Tax-Based Test of the Dividend Signaling Hypothesis," American Economic Review, American Economic Association, vol. 85(3), pages 532-51, June. [Downloadable!] (restricted)
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  2. Joshua D. Angrist, 1995. "The Economic Returns to Schooling in the West Bank and Gaza Strip," Working papers 95-5, Massachusetts Institute of Technology (MIT), Department of Economics.
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  3. Gary S. Becker & Michael Grossman & Kevin M. Murphy, 1994. "An Empirical Analysis of Cigarette Addiction," NBER Working Papers 3322, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  4. Bernanke, Ben S & Blinder, Alan S, 1992. "The Federal Funds Rate and the Channels of Monetary Transmission," American Economic Review, American Economic Association, vol. 82(4), pages 901-21, September. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Ronald W. Michener and Robert E. Wright, 2006. "Miscounting Money of Colonial America," Econ Journal Watch, Atlas Economic Research Foundation, vol. 3(2), pages 4-44, May. [Downloadable!]
  2. Tom Engsted, 2009. "Statistical vs. Economic Significance in Economics and Econometrics: Further comments on McCloskey & Ziliak," CREATES Research Papers 2009-17, School of Economics and Management, University of Aarhus. [Downloadable!]
  3. Kevin D. Hoover & Mark V. Siegler, 2005. "Sound and Fury: McCloskey and Significance Testing in Economics," Econometrics 0511018, EconWPA. [Downloadable!]
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  4. Daniel B. Klein, 2006. "Sense and Sensibilities: Myrdal’s Plea for Self-Disclosure and Some Disclosures on AEA Members," Econ Journal Watch, Atlas Economic Research Foundation, vol. 3(2), pages 180-205, May. [Downloadable!]
  5. Xinyu (Jason) Cao, 2009. "Disentangling the influence of neighborhood type and self-selection on driving behavior: an application of sample selection model," Transportation, Springer, vol. 36(2), pages 207-222, March. [Downloadable!] (restricted)
  6. Philip R.P. Coelho and James E. McClure, 2006. "Why Has Critical Commentary Been Curtailed at Top Economics Journals? A Reply to Robert Whaples," Econ Journal Watch, Atlas Economic Research Foundation, vol. 3(2), pages 283-291, May. [Downloadable!]
  7. Niclas Berggren & Mikael Elinder & Henrik Jordahl, 2008. "Trust and growth: a shaky relationship," Empirical Economics, Springer, vol. 35(2), pages 251-274, September. [Downloadable!] (restricted)
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  8. Meszaros, Sandor, 2008. "Theory testing (hypothesis testing) in agricultural economics," Studies in Agricultural Economics, Research Institute for Agricultural Economics, issue 107, March. [Downloadable!]
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