ERIC Number: EJ1328553
Record Type: Journal
Publication Date: 2022
Pages: 9
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-0013-189X
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Available Date: N/A
Promoting Knowledge Accumulation about Intervention Effects: Exploring Strategies for Standardizing Statistical Approaches and Effect Size Reporting
Taylor, Joseph A.; Pigott, Terri; Williams, Ryan
Educational Researcher, v51 n1 p72-80 Jan-Feb 2022
Toward the goal of more rapid knowledge accumulation via better meta-analyses, this article explores statistical approaches intended to increase the precision and comparability of effect sizes from education research. The featured estimate of the proposed approach is a standardized mean difference effect size whose numerator is a mean difference that has been adjusted for baseline differences in the outcome measure, at a minimum, and whose denominator is the total variance. The article describes the utility and efficiency of covariate adjustment through baseline measures and the need to standardize effects on a total variance that accounts for variation at multiple levels. As computation of the total variance can be complex in multilevel studies, a shiny application is provided to assist with computation of the total variance and subsequent effect size. Examples are provided for how to interpret and input the required calculator inputs.
Descriptors: Statistical Analysis, Effect Size, Meta Analysis, Comparative Analysis, Educational Research, Outcome Measures, Standards, Intervention, Research Reports
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Publication Type: Journal Articles; Reports - Descriptive
Education Level: N/A
Audience: N/A
Language: English
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