articlePsychological MethodsJan 1, 2015Closed access

On disaggregating between-person and within-person effects with longitudinal data using multilevel models.

University of Notre Dame

PubMed
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Abstract

This article extends current discussion of how to disaggregate between-person and within-person effects with longitudinal data using multilevel models. Our main focus is on the 2 issues of centering and detrending. Conceptual and analytical work demonstrates the similarities and differences among 3 centering approaches (no centering, grand-mean centering, and person-mean centering) and the relations and differences among various detrending approaches (no detrending, detrending X only, detrending Y only, and detrending both X and Y). Two real data analysis examples in psychology are provided to illustrate the differences in the results of using different centering and detrending methods for the disaggregation…

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628
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Authors

2

Topics & keywords

Keywords
  • Focus (optics)
  • Psychology
  • Longitudinal data
  • Multilevel model
  • Econometrics
  • Artificial intelligence
  • Statistics
  • Computer science
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