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

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

Open Access
|Jan 2025

Figures & Tables

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Figure 1

The amount of effect size overestimation after truncation for different statistical power levels (for the Student t-test).

Table 1

Overview of included journals for the four APA-disciplines and the number of articles analyzed within each journal and year. The JIF quartiles of each journal are displayed between brackets for the time periods 2015–2016 (first position) and 2020–2021 (second position).

DISCIPLINEJOURNALYEAR OF PUBLICATION
2015201620202021
ClinicalPsychological Trauma Theory Research Practice and Policy (Q2 – Q2)2020
Rehabilitation Psychology (Q3 – Q3)2020
Health Psychology (Q1 – Q1)2020
Journal of Consulting and Clinical Psychology (Q1 – Q1)2020
Journal of Experimental and Clinical Psychopharmacology (Q2 – Q2)2020
Psychological Services (Q3 – Q3)2020
ExperimentalJournal of Experimental Psychology: General (Q1 – Q1)2020
Journal of Comparative Psychology (Q2 – Q3)2020
Journal of Experimental Psychology: Human Perception and Performance (Q2 – Q2)2020
Emotion (Q1 – Q1)2020
Journal of Experimental Psychology: Learning, Memory, and Cognition (Q2 – Q2)2020
Canadian Journal of Experimental Psychology (Q4 – Q4)2020
SocialJournal of Personality and Social Psychology (Q1 – Q1)2020
Group Dynamics: Theory, Research, and Practice (Q4 – Q4)1613
Law and Human Behavior (Q1 – Q2)2020
American Journal of Orthopsychiatry (Q1 – Q1)2020
Cultural Diversity & Ethnic Minority Psychology (Q2 – Q2)2020
Psychology of Men & Masculinities (Q2 – Q3)2020
EducationalJournal of Educational Psychology (Q1 – Q1)2020
Training and Education in Professional Psychology (Q3 – Q4)139
Journal of Diversity in Higher Education (Q4 – Q2)48
Journal of Counseling Psychology (Q1 – Q1)2020
School Psychology (Quarterly) (Q1 – Q2)2020
Canadian Journal of Behavioural Science (Q4 – Q1)2020
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Figure 2

Evolution of power analysis prevalence in general (panel A), per discipline (panel B), and per JIF quartile (panel C).

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Figure 3

Number of articles with and without a power analysis across the two time periods within each of the included journals.

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Figure 4

Ratio of a priori power analysis versus sensitivity analysis over time.

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Figure 5

Standardized versus unstandardized effect sizes used in power analysis.

Note. Panel A and B are based on the 173 studies that report an a priori power analysis or sensitivity analysis. Panel C is based on the 112 articles that employed (and reported the type of) standardized effect in the power analysis and shows the values used for each type of standardized effect.8 The mean of the distribution is indicated by the cross.

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Figure 6

Distribution of the (log-transformed) sample sizes A) per type of power analysis, aggregated across time periods, disciplines, and JIF quartiles (no power analysis, n = 725; a priori power analysis, n = 119;, sensitivity analysis, n = 54; post hoc power analysis, n = 5), and B) for articles where the sample size was either pre-determined (2015–2016, n = 428; 2020–2021, n = 356) or power analysis-based (2015–2016, n = 25; 2020–2021, n = 94) per time period.

Table 2

Overview of the minimal detectable effect size dav with a total sample size of 150 participants (ppt) to reach a power of 80% for different values of correlation between the repeated measures (not applicable for the independent samples t-test). Results are based on 5000 simulations.

SETTINGNCORRELATION
r = 0.3r = 0.5r = 0.7
Paired t-testSame 150 ppt in both conditions0.270.230.18
Independent t-testDifferent 75 ppt per group0.46
ANOVA 2 × 2 rep. meas.Same 150 ppt in all 4 conditions0.390.330.26
ANOVA 2 × 2 split-plotDifferent 75 ppt per group0.540.460.36
DOI: https://doi.org/10.5334/pb.1318 | Journal eISSN: 0033-2879
Language: English
Submitted on: Mar 29, 2024
Accepted on: Dec 16, 2024
Published on: Jan 9, 2025
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 Lara Vankelecom, Ole Schacht, Nathan Laroy, Tom Loeys, Beatrijs Moerkerke, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.