A Systematic Review on the Evolution of Power Analysis Practices in Psychological Research

Performing hypothesis tests with adequate statistical power is indispensable for psychological research. In response to several large-scale replication projects following the replication crisis, concerns about the root causes of this crisis – such as questionable research practices (QRPs) – have gro...

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Main Authors: Lara Vankelecom, Ole Schacht, Nathan Laroy, Tom Loeys, Beatrijs Moerkerke
Format: Article
Language:English
Published: Ubiquity Press 2025-01-01
Series:Psychologica Belgica
Subjects:
Online Access:https://account.psychologicabelgica.com/index.php/up-j-pb/article/view/1318
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author Lara Vankelecom
Ole Schacht
Nathan Laroy
Tom Loeys
Beatrijs Moerkerke
author_facet Lara Vankelecom
Ole Schacht
Nathan Laroy
Tom Loeys
Beatrijs Moerkerke
author_sort Lara Vankelecom
collection DOAJ
description Performing hypothesis tests with adequate statistical power is indispensable for psychological research. In response to several large-scale replication projects following the replication crisis, concerns about the root causes of this crisis – such as questionable research practices (QRPs) – have grown. While initial efforts primarily addressed the inflation of the type I error rate of research due to QRPs, recent attention has shifted to the adverse consequences of low statistical power. In this paper we first argue how underpowered studies, in combination with publication bias, contribute to a literature rife with false positive results and overestimated effect sizes. We then examine whether the prevalence of power analyses in psychological research has effectively increased over time in response to the increased awareness regarding these phenomena. To address this, we conducted a systematic review of 903 published empirical articles across four APA-disciplines, comparing 453 papers published in 2015–2016, with 450 papers from 2020–2021. Although the prevalence of power analysis across different domains in psychology has increased over time (from 9.5% to 30%), it remains insufficient overall. We conclude by discussing the implications of these findings and elaborating on some alternative methods to a priori power analysis that can help ensure sufficient statistical power.
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series Psychologica Belgica
spelling doaj-art-1aec9d4104fc4cccb11fdd49804cf4ae2025-02-11T05:42:03ZengUbiquity PressPsychologica Belgica2054-670X2025-01-0165117–3717–3710.5334/pb.13181303A Systematic Review on the Evolution of Power Analysis Practices in Psychological ResearchLara Vankelecom0https://orcid.org/0000-0003-3213-9528Ole Schacht1https://orcid.org/0000-0003-1608-3050Nathan Laroy2https://orcid.org/0009-0000-6633-8942Tom Loeys3https://orcid.org/0000-0003-4551-5502Beatrijs Moerkerke4https://orcid.org/0000-0003-1580-547XDepartment of Data-Analysis, Ghent UniversityDepartment of Data-Analysis, Ghent UniversityDepartment of Experimental Psychology, Ghent UniversityDepartment of Data-Analysis, Ghent UniversityDepartment of Data-Analysis, Ghent UniversityPerforming hypothesis tests with adequate statistical power is indispensable for psychological research. In response to several large-scale replication projects following the replication crisis, concerns about the root causes of this crisis – such as questionable research practices (QRPs) – have grown. While initial efforts primarily addressed the inflation of the type I error rate of research due to QRPs, recent attention has shifted to the adverse consequences of low statistical power. In this paper we first argue how underpowered studies, in combination with publication bias, contribute to a literature rife with false positive results and overestimated effect sizes. We then examine whether the prevalence of power analyses in psychological research has effectively increased over time in response to the increased awareness regarding these phenomena. To address this, we conducted a systematic review of 903 published empirical articles across four APA-disciplines, comparing 453 papers published in 2015–2016, with 450 papers from 2020–2021. Although the prevalence of power analysis across different domains in psychology has increased over time (from 9.5% to 30%), it remains insufficient overall. We conclude by discussing the implications of these findings and elaborating on some alternative methods to a priori power analysis that can help ensure sufficient statistical power.https://account.psychologicabelgica.com/index.php/up-j-pb/article/view/1318replication crisisstatistical powerpublication biassystematic reviewpower analysis prevalence
spellingShingle Lara Vankelecom
Ole Schacht
Nathan Laroy
Tom Loeys
Beatrijs Moerkerke
A Systematic Review on the Evolution of Power Analysis Practices in Psychological Research
Psychologica Belgica
replication crisis
statistical power
publication bias
systematic review
power analysis prevalence
title A Systematic Review on the Evolution of Power Analysis Practices in Psychological Research
title_full A Systematic Review on the Evolution of Power Analysis Practices in Psychological Research
title_fullStr A Systematic Review on the Evolution of Power Analysis Practices in Psychological Research
title_full_unstemmed A Systematic Review on the Evolution of Power Analysis Practices in Psychological Research
title_short A Systematic Review on the Evolution of Power Analysis Practices in Psychological Research
title_sort systematic review on the evolution of power analysis practices in psychological research
topic replication crisis
statistical power
publication bias
systematic review
power analysis prevalence
url https://account.psychologicabelgica.com/index.php/up-j-pb/article/view/1318
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