Modeling Individual Differences in Within-Person Variation of Negative and Positive Affect in a Mixed Effects Location Scale Model Using BUGS/JAGS

Philippe Rast, Scott Hofer, Catharine Sparks

Research output: Contribution to journalArticle

20 Citations (Scopus)

Abstract

A mixed effects location scale model was used to model and explain individual differences in within-person variability of negative and positive affect across 7 days (N=178) within a measurement burst design. The data come from undergraduate university students and are pooled from a study that was repeated at two consecutive years. Individual differences in level and change in mood was modeled with a random intercept and random slope where the residual within-person variability was allowed to vary across participants. Additionally changes in within-person variability were explained by the inclusion of a time-varying predictor indicating the severity of daily stressors. This model accounted for 2 location and 2 scale effects and provided evidence that individuals who reported higher severity in daily stressors also exhibited greater variability in affect-but only for participants who showed low overall affect variability and who reported low average negative affect. Those who were more variable in their affect reports overall were less reactive to daily stressors in the sense that their high levels of affect variability remained high. We describe the utility of this model for further research on individual variation and change.

Original languageEnglish (US)
Pages (from-to)177-200
Number of pages24
JournalMultivariate Behavioral Research
Volume47
Issue number2
DOIs
StatePublished - Mar 2012
Externally publishedYes

Fingerprint

Location-scale Model
Mixed Effects
Individual Differences
Individuality
Person
Modeling
Students
Scale Effect
Mood
Intercept
Burst
Research
Positive Affect
Consecutive
Predictors
Slope
Time-varying
Inclusion
Vary
Model

ASJC Scopus subject areas

  • Experimental and Cognitive Psychology
  • Statistics and Probability
  • Arts and Humanities (miscellaneous)

Cite this

Modeling Individual Differences in Within-Person Variation of Negative and Positive Affect in a Mixed Effects Location Scale Model Using BUGS/JAGS. / Rast, Philippe; Hofer, Scott; Sparks, Catharine.

In: Multivariate Behavioral Research, Vol. 47, No. 2, 03.2012, p. 177-200.

Research output: Contribution to journalArticle

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