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{ "pk": 27015, "title": "The statistical significance filter leads to overconfident expectations of replicability", "subtitle": null, "abstract": "We show that publishing results using the statistical signif-icance filter—publishing only when the p-value is less than0.05—leads to a vicious cycle of overoptimistic expectationof the replicability of results. First, we show analytically thatwhen true statistical power is relatively low, computing powerbased on statistically significant results will lead to overesti-mates of power. Then, we present a case study using 10 exper-imental comparisons drawn from a recently published meta-analysis in psycholinguistics (J ̈ager et al., 2017). We show thatthe statistically significant results yield an illusion of replica-bility. This illusion holds even if the researcher doesn’t con-duct any formal power analysis but just uses statistical signifi-cance to informally assess robustness (i.e., replicability) of re-sults.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Statistical significance; p-values; replicability" } ], "section": "Talks: Papers", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/2mc3x8dc", "frozenauthors": [ { "first_name": "Shravan", "middle_name": "", "last_name": "Vasishth", "name_suffix": "", "institution": "University of Potsdam,", "department": "" }, { "first_name": "Andrew", "middle_name": "", "last_name": "Gelman", "name_suffix": "", "institution": "Columbia University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2017-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27015/galley/16651/download/" } ] }