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      Inferential Statistics as Descriptive Statistics: There Is No Replication Crisis if We Don’t Expect Replication

      1 , 2 , 3
      The American Statistician
      Informa UK Limited

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          Evaluating the replicability of social science experiments in Nature and Science between 2010 and 2015

          Being able to replicate scientific findings is crucial for scientific progress1-15. We replicate 21 systematically selected experimental studies in the social sciences published in Nature and Science between 2010 and 201516-36. The replications follow analysis plans reviewed by the original authors and pre-registered prior to the replications. The replications are high powered, with sample sizes on average about five times higher than in the original studies. We find a significant effect in the same direction as the original study for 13 (62%) studies, and the effect size of the replications is on average about 50% of the original effect size. Replicability varies between 12 (57%) and 14 (67%) studies for complementary replicability indicators. Consistent with these results, the estimated true-positive rate is 67% in a Bayesian analysis. The relative effect size of true positives is estimated to be 71%, suggesting that both false positives and inflated effect sizes of true positives contribute to imperfect reproducibility. Furthermore, we find that peer beliefs of replicability are strongly related to replicability, suggesting that the research community could predict which results would replicate and that failures to replicate were not the result of chance alone.
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            Scientists behaving badly.

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              Testing Statistical Hypotheses

              E. Lehmann (1986)
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                Author and article information

                Journal
                The American Statistician
                The American Statistician
                Informa UK Limited
                0003-1305
                1537-2731
                March 20 2019
                March 29 2019
                March 20 2019
                March 29 2019
                : 73
                : sup1
                : 262-270
                Affiliations
                [1 ] Zoological Institute, University of Basel, Basel, Switzerland;
                [2 ] Department of Psychology, New Mexico State University, Las Cruces, NM;
                [3 ] Department of Epidemiology and Department of Statistics, University of California, Los Angeles, CA
                Article
                10.1080/00031305.2018.1543137
                40b18eba-abe3-49f4-8f7f-25c712c48956
                © 2019

                http://creativecommons.org/licenses/by-nc-nd/4.0/

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