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Correlational Meta-Analysis

Independent and Nonindependent Cases

Bibliographic Data

ID20282006
AuthorsSusan M Tracz (0000-0002-8893-040X, California State University, Fresno), Patricia B Elmore (0000-0001-8793-0363, Southern Illinois University Carbondale), John T Pohlmann (Southern Illinois University Carbondale)
Year1992
Volume52
Issue4
Pages879-888
Publication date1992-12-01
Open AccessYes
TypeARTICLE
VenueEducational and Psychological Measurement (JOURNAL)
Journal identifiersISSN: 0013-1644 • E-ISSN: 1552-3888
PublisherSAGE Publications (PUBLISHER • US)
DOI10.1177/0013164492052004007
OpenAlexW1986403603
LanguageEN
Citations received13
References cited9

The purpose of this study was to determine the effect of the violation of the assumption of independence when combining correlation coefficients in a meta-analysis. In this Monte Carlo simulation the following four parameters were used with the values specified: N-the sample size within a study (20, 50, 100), p-the number of predictors (1, 2, 3, 5), rho( i)-the population intercorrelation among predictors (0, .3, .7), rho( p)-the population correlation between predictors and criterion (0, .3, .7). When cnly one predictor was used or when the intercorrelation among predictors equaled zero, the assumption of independence was not violated. The assumption of independence was violated when more than one predictor with an intercorrelation exceeding zero were used. Therefore, rho( i) the index of nonindependence was the main parameter of interest. For both r's and Fisher's z's, the means, medians, and standard deviations showed no discernible change over levels of rho( i) or p, but the precision of estimation of the expected values improved as N increased. The 90%, 95%, and 99% confidence intervals for both r's and Fisher's z's showed no change over levels of rho( i) or p, but the intervals narrowed as N increased

Confidence interval · Correlation · Econometrics · Independence (probability theory) · Meta-analysis · Monte Carlo method · Population · Sample size determination · Standard error · Statistics · Demography · Diverse Approaches in Healthcare and Education Studies · Internal Medicine · Mathematics · Medicine · Meta-analysis and systematic reviews

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Citations per year0.45
Citation span1997 - 2025 (29)
Highly citedNo

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