Promoting Knowledge Accumulation About Intervention Effects: Exploring Strategies for Standardizing Statistical Approaches and Effect Size Reporting

Taylor, JA (通讯作者),Univ Colorado, Colorado Springs, CO 80907 USA.
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.
EDUCATIONAL RESEARCHER
卷号:51|期号:1|页码:72-80
ISSN:0013-189X|收录类别:SSCI
语种
英语
来源机构
University of Colorado System; University of Colorado at Colorado Springs; University System of Georgia; Georgia State University; American Institutes for Research
被引频次(WOS)
3
被引频次(其他)
3
180天使用计数
0
2013以来使用计数
3
EISSN
1935-102X
出版年
2022-1
DOI
10.3102/0013189X211051319
WOS学科分类
Education & Educational Research
学科领域
循证教育学
关键词
educational policy effect size evaluation experimental design hierarchical linear modeling meta-analysis program evaluation quasi-experimental analysis regression analyses validity reliability