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A Proposed Specification Check for p-Hacking

Author

Listed:
  • Abel Brodeur
  • Nikolai Cook
  • Anthony Heyes

Abstract

We propose a specification check for p-hacking. More specifically, we advocate the reporting of t-curves and mu-curves—the t-statistics and estimated effect sizes derived from regressions using every possible combination of control variables from the researcher's set—and introduce a standardized and accessible implementation. Our specification check allows researchers, referees, and editors to visually inspect variation in effect sizes, significativity, and sensitivity to the inclusion of control variables. We provide a Stata command that implements the specification check. Given the growing interest in estimating causal effects, the potential applicability of this specification check to empirical studies is large.

Suggested Citation

  • Abel Brodeur & Nikolai Cook & Anthony Heyes, 2020. "A Proposed Specification Check for p-Hacking," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 66-69, May.
  • Handle: RePEc:aea:apandp:v:110:y:2020:p:66-69
    DOI: 10.1257/pandp.20201078
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    File URL: https://doi.org/10.3886/E120661V1
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    Cited by:

    1. Gallegos, Sebastian, 2023. "Political Turnover Negatively Affects the Quality of Public Services: A Replication," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 796-818.
    2. Jindrich Matousek & Tomas Havranek & Zuzana Irsova, 2022. "Individual discount rates: a meta-analysis of experimental evidence," Experimental Economics, Springer;Economic Science Association, vol. 25(1), pages 318-358, February.
    3. Islam, Asad & Lee, Wang-Sheng & Nicholas, Aaron, 2021. "The Effects of Chess Instruction on Academic and Non-cognitive Outcomes: Field Experimental Evidence from a Developing Country," Journal of Development Economics, Elsevier, vol. 150(C).
    4. Larch, Martin & Orseau, Eloïse & van der Wielen, Wouter, 2021. "Do EU fiscal rules support or hinder counter-cyclical fiscal policy?," Journal of International Money and Finance, Elsevier, vol. 112(C).
    5. Ahmed, Firoz & Islam, Asad & Pakrashi, Debayan & Rahman, Tabassum & Siddique, Abu, 2021. "Determinants and dynamics of food insecurity during COVID-19 in rural Bangladesh," Food Policy, Elsevier, vol. 101(C).

    More about this item

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General

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