The DOI matches its Crossref record; 37 of the 37 references it cites were found in a registry or an index.
Meta-Analysis
Abstract
The use of statistical methods to combine the results of independent empirical research studies (meta-analysis) has a long history. Meta-analytic work can be divided into two traditions: tests of the statistical significance of combined results and methods for combining estimates across studies. The principal classes of combined significance tests are reviewed, and the limitations of these tests are discussed. Fixed effects approaches treat the effect magnitude parameters to be estimated as a consequence of a model involving fixed but unknown constants. Random effects approaches treat effect magnitude parameters as if they were sampled from a universe of effects and attempt to estimate the mean and variance of the hyperpopulation of effects. Mixed models incorporate both fixed and random effects. Finally, areas of current research are summarized, including methods for handling missing data, models for publication selection, models to handle studies that are not independent, and distribution-free models for random effects.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“This model is based on the assumption that the population effect differs randomly from study to study and accounts for within- and between-study variability [72,73]; therefore, more general inferences can be made compared with fixed-effect models.”
From Conceptualizations of cyberchondria and relations to the anxiety spectrum: Systematic review and meta-analysis (2021) · cites this paper as [72]
Citations
Cites
Meta-analysis in clinical trials
DerSimonian, R., & Laird, N. (1986) · Controlled Clinical Trials · doi:10.1016/0197-2456(86)90046-2 · Cited by 39,552
Primary, Secondary, and Meta-Analysis of Research
GLASS, G. V. (1976) · Educational Researcher · doi:10.3102/0013189x005010003 · Cited by 4,890
Beta blockade during and after myocardial infarction: An overview of the randomized trials
Yusuf, S., Peto, R., Lewis, J., Collins, R., & Sleight, P. (1985) · Progress in Cardiovascular Diseases · doi:10.1016/s0033-0620(85)80003-7 · Cited by 3,205
Consistent Estimates Based on Partially Consistent Observations
Neyman, J., & Scott, E. L. (1948) · Econometrica · doi:10.2307/1914288 · Cited by 2,691
Methods of Meta-Analysis: Correcting Error and Bias in Research Findings.
Raudenbush, S. W., Hunter, J. E., & Schmidt, F. L. (1991) · Journal of the American Statistical Association · doi:10.2307/2289738 · Cited by 2,368
Meta-analysis of psychotherapy outcome studies.
Smith, M. L., & Glass, G. V. (1977) · American Psychologist · doi:10.1037/0003-066x.32.9.752 · Cited by 2,154
Statistical Methods for Research Workers
(1933) · Nature · doi:10.1038/131383b0 · Cited by 1,093
The Handbook of Research Synthesis
Hanka, R. (1994) · BMJ · doi:10.1136/bmj.309.6952.488a · Cited by 1,065
Estimation of a Single Effect Size: Parametric and Nonparametric Methods
Hedges, L. V., & Olkin, I. (1985) · Statistical Methods for Meta-Analysis · doi:10.1016/b978-0-08-057065-5.50010-5 · Cited by 983
Self-citationSynthesizing standardized mean‐change measures
Becker, B. J. (1988) · British Journal of Mathematical and Statistical Psychology · doi:10.1111/j.2044-8317.1988.tb00901.x · Cited by 889
Flagged first, then by citations
Research works printed but not linked: 11
- Becker BJ, 1992, Towards explanatory meta-analysis, 209
- Birge RT, 1932, Physical Review, 16, 1
- Divine EC, 1983, Nursing Research, 32, 267
- GeorgeEOCombining independent one-sided and two-sided statistical tests—Some theory and applications1977Unpublished doctoral dissertation, University of Rochester
- George EO, 1977, Institute of Mathematical Statistics Bulletin, 6, 212
- 10.2307/1174772 · DOI · Paper page
- Hedges LV, 1988, Test validity for the 1990s and beyond, 191
- Hedges LV, 1990, The future of meta-analysis, 11
- Raudenbush SW, The handbook of research synthesis
- Stouffer SA, 1949, The American soldier: Vol. 1. Adjustment during Army life
- Tippett LHC, 1931, The method of statistics
Cited by
Sorted by citations
Items 101–185 of 185
Tashman, P., Spadafora, E., & Wagner, D. P. M. (2022) · Multinational Business Review · doi:10.1108/mbr-12-2021-0175 · Cited by 9
Mark-up on construction projects: what have we learnt in the last 20 years?
Oo, B. L., Lim, B. T., & Runeson, G. (2022) · Engineering Construction & Architectural Management · doi:10.1108/ecam-01-2022-0070 · Cited by 9
Lin, C.-Y., Blumenfeld, M., Gerstein, T., Barkan, C. P. L., Jack, A., & Abdurrahman, U. T. (2023) · Journal of Rail Transport Planning & Management · doi:10.1016/j.jrtpm.2023.100384 · Cited by 9
Li, Y., Liu, M., Yang, J., Liu, Q., Zhou, W., Yu, J., Wang, X., & Wang, C. (2025) · Ageing Research Reviews · doi:10.1016/j.arr.2025.102819 · Cited by 10
How to Measure Organic Fruit Consumer Behavior: A Systematic Review
Vega-Muñoz, A., Gil-Marín, M., Contreras-Barraza, N., Salazar-Sepúlveda, G., & Losada, A. V. (2022) · Horticulturae · doi:10.3390/horticulturae8040318 · Cited by 8
A meta-analysis of human health differences in urban and rural environments
Gheasi, M., Ishikawa, N., Kourtit, K., & Nijkamp, P. J. (2019) · Letters in Spatial and Resource Sciences · doi:10.1007/s12076-019-00235-z · Cited by 10
Mansolf, M. A., Blackwell, C. K., Chandran, A., Colicino, E., Geiger, S. D., Harold, G. T., McEvoy, C. T., Junior, H. P. D. O. S., Sherlock, P., Bose, S., et al. (2023) · Journal of Child and Family Studies · doi:10.1007/s10826-023-02624-x · Cited by 8
Gould, A. L., Koglin, J., Bain, R. P., Pinto, C. A., Mitchel, Y., Pasternak, R. C., & Sapre, A. (2009) · Clinical Trials · doi:10.1177/1740774509339977 · Cited by 8
Meta-analysis and prospective meta-analysis in childhood leukemia clinical research
Shuster, J. J., & Gieser, P. W. (1996) · Annals of Oncology · doi:10.1093/oxfordjournals.annonc.a010492 · Cited by 8
Gabadage, T., Wijesekara, S., & Galkanda‐Arachchige, H. S. C. (2023) · Journal of Applied Aquaculture · doi:10.1080/10454438.2023.2268607 · Cited by 7
Uslu, İ., Uysal, O., Aktas, C. B., Chang, B., & Yaman, İ. Ö. (2024) · Sustainability · doi:10.3390/su16156346 · Cited by 7
Örgütsel Bağlılık ve Örgütsel Sinizm İlişkisi: Bir Meta-Analiz Çalışması
ASLAN, Ö. Ş., & Terzi, R. (2023) · Anadolu Üniversitesi Sosyal Bilimler Dergisi · doi:10.18037/ausbd.1272553 · Cited by 7
Evolving a grounded approach to behavioral composition
Duggirala, M., Malik, M., Kumar, S., Hayatnagarkar, H. G., & Balaraman, V. (2017) · Winter Simulation Conference · doi:10.1109/wsc.2017.8248139 · Cited by 7
Liang, C., Shi, H., Wu, Y., & Li, F. (2025) · Journal of Educational Computing Research · doi:10.1177/07356331251400540 · Cited by 8
Hu, M., Koh, P. S., Soh, X. C., Hartanto, A., & Majeed, N. M. (2026) · Behavior Research Methods · doi:10.3758/s13428-026-02961-x · Cited by 7
A meta-analysis of geochemical characteristics of groundwater quality in Iran
Jalali, M., & Jalali, M. (2024) · Physics and Chemistry of the Earth Parts A/B/C · doi:10.1016/j.pce.2024.103674 · Cited by 6
Huntington‐Klein, N., & Ackert, E. (2018) · Social Science Quarterly · doi:10.1111/ssqu.12483 · Cited by 6
Bayesian meta-analysis of correlation coefficients through power prior
Zhang, Z. J., Jiang, K., Liu, H., & Oh, I. (2017) · Communication in Statistics- Theory and Methods · doi:10.1080/03610926.2017.1288251 · Cited by 6
Babanoğlu, M. P., & Atalmış, E. H. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1479462 · Cited by 8
YILDIZ, E., Koca, Ö., & Elaldı, Ş. (2025) · Kuramsal Eğitimbilim · doi:10.30831/akukeg.1462376 · Cited by 6
Zhang, Y., Oo, B. L., & Lim, B. T. (2022) · Construction Innovation · doi:10.1108/ci-10-2021-0188 · Cited by 5
Collevatti, R. G., Lima, J. S., & Ballesteros‐Mejia, L. (2019) · Frontiers in Genetics · doi:10.3389/fgene.2019.00788 · Cited by 5
Sohn, D. A. (1997) · Psychological Reports · doi:10.2466/pr0.1997.81.1.3 · Cited by 5
Meléndez‐Torres, G. J. (2021) · Prevention Science · doi:10.1007/s11121-021-01331-7 · Cited by 5
Behavioral experiments to reduce food loss and waste: A meta-analysis
Bonte, G., Compernolle, T., Jaeger, S. D., & Rousseau, S. (2025) · Food Quality and Preference · doi:10.1016/j.foodqual.2025.105809 · Cited by 5
GÜLER, H. C., & Şeremet, Ç. (2022) · Ege Üniversitesi Ziraat Fakültesi Dergisi · doi:10.20289/zfdergi.1030261 · Cited by 4
Ansari, M. A., Joshi, H., Mehta, P., Deo, A., Bora, K., Rao, C. A. R., Singh, V. K., Ravisankar, N., Kumar, S., Singh, R. P., et al. (2025) · Environmental Challenges · doi:10.1016/j.envc.2025.101183 · Cited by 4
Fan, T., Lin, M.-H., & Kim, K. (2023) · The Asian Journal of Kinesiology · doi:10.15758/ajk.2023.25.1.53 · Cited by 4
Erturgut, R., & Gürler, H. E. (2023) · Transportation in Developing Economies · doi:10.1007/s40890-023-00181-y · Cited by 5
The Effect Of Using E-Portfolios On The Self-Regulation Skills Of Students: A Meta-Analysis Study
MUTLUER, C. (2023) · Eğitimde ve Psikolojide Ölçme ve Değerlendirme Dergisi · doi:10.21031/epod.1267809 · Cited by 4
Antoniou, F., Agrafioti, N. F., & Aretoulis, G. N. (2024) · Buildings · doi:10.3390/buildings14040910 · Cited by 4
Auspurg, K., & Brüderl, J. (2023) · MetArXiv (OSF Preprints) · doi:10.31222/osf.io/uc84k · Cited by 4
Marques, M. L. V., Uhr, D. D. A. P., & Uhr, J. G. Z. (2023) · International Journal of Energy Sector Management · doi:10.1108/ijesm-05-2022-0012 · Cited by 3
Effectiveness of the “But-you-are-free” technique
Fillon, A. A., Souchet, L., Pascual, A., & Girandola, F. (2023) · Meta-Psychology · doi:10.15626/mp.2020.2640 · Cited by 6
Ayuso, P., Jiménez‐Jiménez, F. J., Gómez‐Tabales, J., Alonso‐Navarro, H., García‐Martín, E., & Agúndez, J. A. G. (2023) · Expert Opinion on Drug Metabolism & Toxicology · doi:10.1080/17425255.2023.2249404 · Cited by 3
Meta-Analysis of the Causality of Deformations in Marine Fish Larvae Culture
Tekoğul, H., Saygı, H. E., Fırat, K., Heki̇moğlu, M. A., Saka, Ş., Suzer, C., Özden, O., Güleç, F., & Çoban, D. (2023) · Aquaculture Research · doi:10.1155/2023/9932995 · Cited by 3
Development and application of meta-analysis in environmental health research
Li, Q., Liang, X., Yang, R., Yin, N., & Faiola, F. (2025) · Critical Reviews in Toxicology · doi:10.1080/10408444.2025.2530972 · Cited by 3
Li, J., Sun, Y.-W., So, W.-S., Sidarta, A., & Kwong, P. W.-H. (2022) · Healthcare · doi:10.3390/healthcare10101984 · Cited by 3
A Reproduction and Replication of Engel's Meta-Study of Dictator Game ExperimentsPreprint
Zhang, L., & Ortmann, A. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.2171064 · Cited by 3
Tok, Y., & SAĞLAM, M. (2023) · Milli Eğitim Dergisi · doi:10.37669/milliegitim.1059054 · Cited by 2
Berenguer, A. D., Bossa, M. N., Lebleu, J., Pauwels, A., & Hichem Sahli, B. (2025) · npj Digital Medicine · doi:10.1038/s41746-025-01783-z · Cited by 2
Akshaya, A., & Gopalakrishna, B. V. (2025) · Sustainable Futures · doi:10.1016/j.sftr.2025.100928 · Cited by 2
Effects of resistance exercise programs on older adults: a systematic review and meta-analysis
Choi, S.-H., & Lee, J. (2025) · Journal of Exercise Rehabilitation · doi:10.12965/jer.2550362.181 · Cited by 2
Ray, A., Kasrija, L., Hayat, F., Thapa, R., Yang, X., Li, Q., Tian, H., & Hui, D. (2026) · Scientific Reports · doi:10.1038/s41598-026-48776-w · Cited by 2
A method was developed for correcting the bias in the usual study weights in meta-analyses
Walter, S. D., & Balakrishnan, N. (2022) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2022.08.014 · Cited by 2
Non-Bayesian knowledge propagation using model-based analysis of data from multiple clinical studies
Ribbing, J., Hooker, A. C., & Jonsson, E. N. (2007) · Journal of Pharmacokinetics and Pharmacodynamics · doi:10.1007/s10928-007-9079-8 · Cited by 2
Meta-analysis as an emerging trend to scrutinize the effectiveness of L2 pragmatics instruction
Shakki, F. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1016661 · Cited by 2
Causal Evaluation of Educational Policies
Meier, D. H., & Thomsen, S. L. (2023) · Springer eBooks · doi:10.1007/978-3-319-57365-6_353-1 · Cited by 2
Fillon, A. A., Souchet, L., Pascual, A., & Girandola, F. (2020) · doi:10.31234/osf.io/3ds26 · Cited by 2
Bhushan, V., & Sindhu, R. K. (2024) · Journal of Natural Remedies · doi:10.18311/jnr/2024/43424 · Cited by 1
Methods for the Analysis of Pair-Matched Binary Data from School-Based Intervention Studies
VAUGHAN, R. D., & Begg, M. D. (1999) · Journal of Educational and Behavioral Statistics · doi:10.2307/1165368 · Cited by 1
Sohn, D. A. (1997) · Psychological Reports · doi:10.2466/pr0.81.5.3-15 · Cited by 1
Building A Speech Corpus Of Children With Cochlear Implants Via An Enhanced Metadata Structure
Lee, S., Kim, S., & Chung, M. (2022) · International Conference on Speech Database and Assessments · doi:10.1109/o-cocosda202257103.2022.9997935 · Cited by 1
Leddo, J. (2023) · International Journal of Social Science and Economic Research · doi:10.46609/ijsser.2023.v08i03.013 · Cited by 1
Emerging therapies in the management of hypertensive patients with osteoarthritis
Gentile, G., Angeli, F., Mazzotta, G., Reboldi, G., & Verdecchia, P. (2011) · Clinical Investigation · doi:10.4155/cli.10.8 · Cited by 1
Rodriguez, J. E., Williams, D. R., & Bürkner, P. (2021) · doi:10.31234/osf.io/tqcka · Cited by 1
Meta-Analysis of the Causality of Deformations in Marine Fish Larvae CulturePreprint
Saygı, H. E., Fırat, M. K., Heki̇moğlu, M. A., Saka, Ş., Suzer, C., Özden, O., Tekoğul, H., Güleç, F., & Çoban, D. (2023) · Research Square · doi:10.21203/rs.3.rs-3202114/v1 · Cited by 1
Arabie, P., Koehly, L. M., Bradlow, E. T., Hutchinson, W., Lehmann, D. R., Hedges, L., & Koehly, L. (2001) · Journal of Consumer Psychology · doi:10.1207/s15327663jcp1001&2_09
Self-citationIpo, Underpricing e Corporate governance: una meta analisi
Rocca, T. L. (2018) · ESPERIENZE D IMPRESA · doi:10.3280/ei2016-001003
Meta-analysis of Escherichia coli O157 prevalence in foods of animal origin in Turkey
Al, S., Akçay, A., ÇELİK, E., GÜNGÖR, G., Güngör, C., & Hızlısoy, H. (2020) · Annals of Animal Science · doi:10.2478/aoas-2020-0070
YAPICI, İ., & Ocak, M. (2021) · Uluslararası İktisadi ve İdari Bilimler Dergisi · doi:10.29131/uiibd.1021122
Hedges, L. V., & Citkowicz, M. (2015) · The Encyclopedia of Clinical Psychology · doi:10.1002/9781118625392.wbecp162
Self-citationThe Usual Method of Estimating Weights for Studies in Meta-Analyses is BiasedPreprint
Walter, S. D., & Balakrishnan, N. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4104102
Digitalisierung, aber zu welchem Preis? – Unethisches Verhalten in digitalen Verhandlungen
Voeth, M., Weinmann, N., & Roth, J. (2023) · Springer eBooks · doi:10.1007/978-3-658-38572-9_15
Overview of the Theoretical Frameworks
Derakhshan, A., & Shakki, F. (2023) · Second language learning and teaching · doi:10.1007/978-3-031-37093-9_1
Meta-analysis of housing policy in India (1990–2022)
Halder, S. (2024) · Elsevier eBooks · doi:10.1016/b978-0-443-14052-5.00019-7
Fillon, A. A., Souchet, L., Pascual, A., & Girandola, F. (2020) · doi:10.31234/osf.io/3ds26_v1
Ergene, A., & Ocak, Ş. (2025) · Bitlis Eren Üniversitesi Fen Bilimleri Dergisi · doi:10.17798/bitlisfen.1673223
Piketh, R. W., & Kometsi, K. (2025) · Journal of Mental Health and Social Behaviour · doi:10.33790/jmhsb1100198
Shi-jin, L., & Li, R. (2025) · Journal of Educational Computing Research · doi:10.1177/07356331251381755 · Cited by 1
Topel, D., & Colvin, R. A. (2025) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-80592-517-020251009 · Cited by 2
Yeni İletişim Teknolojilerinin Aile İletişime Etkisi Üzerine Bir Analiz
Güz, N., & Yurdakul, H. (2025) · Eskişehir Osmangazi Üniversitesi Sosyal Bilimler Dergisi · doi:10.17494/ogusbd.1753691
Song, Y., & Cheng, C. (2026) · British Journal of Psychology · doi:10.1111/bjop.70069
Investigating the impact of narrativity on the congeniality bias
Wimmer, L., Richter, T., Klöppel, M., & Appel, M. (2026) · Memory & Cognition · doi:10.3758/s13421-026-01899-x
Xing, X., Lin, L., Murad, M. H., Chu, H., & Tong, J. (2026) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2026.112373
Understanding meta-analysis: A powerful tool for clinical psychology
Tommasi, M. (2026) · Group Analysis · doi:10.1177/05333164261454129
Mahaboob, L., Shehab, A., Buraiki, H. A. A., Iblasi, A. S., & Farghaly, W. K. T. (2026) · Romanian Medical Journal · doi:10.37897/rmj.2026.2.12
Spatiotemporal gradients are principal architects of arbuscular mycorrhizal fungal assemblages
Wang, L., & Veresoglou, S. D. (2026) · Soil Biology and Biochemistry · doi:10.1016/j.soilbio.2026.110293
Toward sustainable aquaculture: Integrating technology, governance, and food security
Yue, G. H., Bai, Z., Xia, J., Astuti, R. T., Geletu, T. T., Rhode, C., Yañez, J. M., Patoka, J., & Li, J. (2026) · Aquaculture and Fisheries · doi:10.1016/j.aaf.2026.06.007
Ruminasyon Konulu Yayınların Bibliyometrik Analizi
Doğan, M. N., Arslan, C., & Hamarta, E. (2026) · KIRŞEHİR EĞİTİM FAKÜLTESİ DERGİSİ · doi:10.29299/kefad.1692205
A Path‐Based Approach for Detecting and Assessing Inconsistency in Network Meta‐Analysis
Tahmasebi, N. R., Davies, A. L., Papakonstantinou, T., Rücker, G., & Nikolakopoulou, A. (2026) · Statistics in Medicine · doi:10.1002/sim.70752
Rethinking time-lag bias in meta-analysis: Broader definitions and conceptual frameworks
Xing, X., Xiao, M., Schmid, C. H., Chu, H., Tong, J., & Lin, L. (2026) · Research Synthesis Methods · doi:10.1017/rsm.2026.10121
Metadata
- Authors
- Hedges, L. V.
- Affiliations
- University of Chicago (US)
- Corresponding author
- Hedges, Larry V.
- ORCID
- Hedges, Larry V.
- Venue
- Journal of Educational Statistics
- Published
- 1992-12
- Volume
- 17
- Issue
- 4
- Pages
- 279-296
- ISSN
- 0362-9791 (ISSN-L)
- OpenAlex
- W4231153775
- Cited by
- 186
- References
- 37
- Citations by year
- 2026: 12 · 2025: 16 · 2024: 15 · 2023: 26 · 2022: 29 · 2021: 14 · 2020: 9 · 2019: 7 · 2018: 11 · 2017: 4 · 2016: 2 · 2015: 7 · 2014: 1 · 2013: 2 · 2012: 4
- FWCI
- 0.00
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Educational Statistics (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Bayesian Inference
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychology Research and Bibliometrics
- Keywords
- meta-analysis, fixed effects model, random effects models, mixed models, missing data
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review