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Review of the partially overlapping samples framework: Paired observations and independent observations in two samples

Derrick, Ben; White, Paul

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Authors

Paul White Paul.White@uwe.ac.uk
Professor in Applied Statistics



Abstract

A frequently asked question in quantitative research is how to compare two samples that include some combination of paired observations and unpaired observations. In our publications and R package, we refer to the scenario as ‘partially overlapping samples’. Most frequently the desired comparison is that of central location. Depending on the context, the research question could be a comparison of means, distributions, proportions or variances. In the 20th century, traditional approaches that discard either the paired observations or the independent observations were customary. In the 21st century approaches that make use of all available data are becoming more prominent. Traditional and modern approaches for the analyses for each of these research questions are reviewed. We conclude that tests that report a directly measurable difference between the two groups provide the best solutions.

Citation

Derrick, B., & White, P. (2022). Review of the partially overlapping samples framework: Paired observations and independent observations in two samples. Quantitative Methods for Psychology, 18(1), 55-65. https://doi.org/10.20982/tqmp.18.1.p055

Journal Article Type Article
Acceptance Date Jan 25, 2022
Publication Date 2022
Deposit Date Jan 29, 2022
Publicly Available Date Mar 17, 2022
Journal Quantitative Methods for Psychology
Print ISSN 2292-1354
Publisher University of Ottawa, School of Psychology
Peer Reviewed Peer Reviewed
Volume 18
Issue 1
Pages 55-65
DOI https://doi.org/10.20982/tqmp.18.1.p055
Keywords missing observations, paired samples, partially overlapping samples, partially paired data
Public URL https://uwe-repository.worktribe.com/output/8704227
Publisher URL https://www.tqmp.org/

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