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The design of replication studies

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  • Larry V. Hedges
  • Jacob M. Schauer

Abstract

Empirical evaluations of replication have become increasingly common, but there has been no unified approach to doing so. Some evaluations conduct only a single replication study while others run several, usually across multiple laboratories. Designing such programs has largely contended with difficult issues about which experimental components are necessary for a set of studies to be considered replications. However, another important consideration is that replication studies be designed to support sufficiently sensitive analyses. For instance, if hypothesis tests are to be conducted about replication, studies should be designed to ensure these tests are well‐powered; if not, it can be difficult to determine conclusively if replication attempts succeeded or failed. This paper describes methods for designing ensembles of replication studies to ensure that they are both adequately sensitive and cost‐efficient. It describes two potential analyses of replication studies—hypothesis tests and variance component estimation—and approaches to obtaining optimal designs for them. Using these results, it assesses the statistical power, precision of point estimators and optimality of the design used by the Many Labs Project and finds that while it may have been sufficiently powered to detect some larger differences between studies, other designs would have been less costly and/or produced more precise estimates or higher‐powered hypothesis tests.

Suggested Citation

  • Larry V. Hedges & Jacob M. Schauer, 2021. "The design of replication studies," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 184(3), pages 868-886, July.
  • Handle: RePEc:bla:jorssa:v:184:y:2021:i:3:p:868-886
    DOI: 10.1111/rssa.12688
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    References listed on IDEAS

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    1. Alexander Etz & Joachim Vandekerckhove, 2016. "A Bayesian Perspective on the Reproducibility Project: Psychology," PLOS ONE, Public Library of Science, vol. 11(2), pages 1-12, February.
    2. Larry V. Hedges & Jacob M. Schauer, 2019. "More Than One Replication Study Is Needed for Unambiguous Tests of Replication," Journal of Educational and Behavioral Statistics, , vol. 44(5), pages 543-570, October.
    3. Steve Perrin, 2014. "Preclinical research: Make mouse studies work," Nature, Nature, vol. 507(7493), pages 423-425, March.
    4. Daniel M. Oppenheimer & Benoit Monin, 2009. "The retrospective gambler's fallacy: Unlikely events, constructing the past, and multiple universes," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 4(5), pages 326-334, August.
    5. Camerer, Colin & Dreber, Anna & Forsell, Eskil & Ho, Teck-Hua & Huber, Jurgen & Johannesson, Magnus & Kirchler, Michael & Almenberg, Johan & Altmejd, Adam & Chan, Taizan & Heikensten, Emma & Holzmeist, 2016. "Evaluating replicability of laboratory experiments in Economics," MPRA Paper 75461, University Library of Munich, Germany.
    6. repec:cup:judgdm:v:4:y:2009:i:5:p:326-334 is not listed on IDEAS
    7. Francis S. Collins & Lawrence A. Tabak, 2014. "Policy: NIH plans to enhance reproducibility," Nature, Nature, vol. 505(7485), pages 612-613, January.
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    1. Samuel Pawel & Frederik Aust & Leonhard Held & Eric-Jan Wagenmakers, 2024. "Power priors for replication studies," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 33(1), pages 127-154, March.
    2. Konstantinos Bourazas & Guido Consonni & Laura Deldossi, 2024. "Bayesian sample size determination for detecting heterogeneity in multi-site replication studies," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 33(3), pages 697-716, September.

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