Cited by 1,162Meta-analysis and systematic reviewsPsychology Research and BibliometricsStatistical Methods in Epidemiology

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How to do a meta‐analysis

Field, Andy P., Gillett, Raphael·2010·British Journal of Mathematical and Statistical Psychology

DOI 10.1348/000711010x502733

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Abstract

Meta‐analysis is a statistical tool for estimating the mean and variance of underlying population effects from a collection of empirical studies addressing ostensibly the same research question. Meta‐analysis has become an increasing popular and valuable tool in psychological research, and major review articles typically employ these methods. This article describes the process of conducting meta‐analysis: selecting articles, developing inclusion criteria, calculating effect sizes, conducting the actual analysis (including information on how to do the analysis on popular computer packages such as IBM SPSS and R) and estimating the effects of publication bias. Guidance is also given on how to write up a meta‐analysis.

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Authors: Field, A. P., & Gillett, R.
Affiliations: University of Sussex (GB)
University of Leicester (GB)
Corresponding author: Field, Andy P.
Gillett, Raphael
ORCID: Field, Andy P.
Venue: British Journal of Mathematical and Statistical Psychology
Publisher: Wiley
Published: 2010-11
Volume: 63
Issue: 3
Pages: 665-694
ISSN: 0007-1102 (ISSN-L)
2044-8317
DOI: 10.1348/000711010x502733
OpenAlex: W2094667953
Cited by: 1,162
References: 71
Citations by year: 2026: 99 · 2025: 136 · 2024: 115 · 2023: 117 · 2022: 102 · 2021: 84 · 2020: 74 · 2019: 73 · 2018: 78 · 2017: 63 · 2016: 57 · 2015: 63 · 2014: 41 · 2013: 35 · 2012: 14
FWCI: 18.49
Type: journal article
Language: en
Open access: closed
Licence: onlinelibrary.wiley.com/termsAndConditions#vor (vor, 53 d)
Locations: British Journal of Mathematical and Statistical Psychology (publishedVersion)
PubMed (publishedVersion)
Figshare (submittedVersion)
Leicester Research Archive (University of Leicester) (submittedVersion)
Topics: Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychology Research and Bibliometrics
Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
Keywords: meta-analysis, effect size, publication bias, inclusion criteria, article selection, meta-analysis software
MeSH terms: Computer Simulation, Data Collection, Humans, Mathematical Computing, Psychology, Research, Software, Meta-Analysis as Topic, Effect Modifier, Epidemiologic, Publication Bias

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