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Emotional and cognitive reactivity: Validating a multilevel modeling approach to daily diary data
David A Cole1, Ruolin Lu1, Jason D Rights1
1Department of Psychology and Human Development, Vanderbilt University.
Multilevel modeling (MLM) of daily diary data effectively distinguishes between-person and within-person emotional reactivity (ER) and cognitive reactivity (CR). This validated approach shows convergent and construct validity when related to questionnaires and depressive symptoms.
Area of Science:
- Psychology
- Quantitative Psychology
- Clinical Psychology
Background:
- Multilevel modeling (MLM) is increasingly used for daily diary assessments of emotional reactivity (ER) and cognitive reactivity (CR).
- Validation of MLM methods for daily diary data is needed to confirm their reliability and utility.
Purpose of the Study:
- To assess the convergent validity of MLM-based ER and CR estimates against conventional measures.
- To assess the construct validity of MLM-based ER and CR estimates in relation to depressive symptoms.
Main Methods:
- Utilized multilevel modeling (MLM) on daily diary data from 449 participants across 90+ universities.
- Examined the distinction between within-person and between-person aspects of ER and CR.
- Assessed convergent validity using established self-report questionnaires and construct validity using depressive symptom measures.
Main Results:
- Results support the successful extraction of within- versus between-person components of ER and CR from daily diary data.
- MLM-based ER and CR estimates demonstrated convergent validity through associations with self-report measures.
- MLM-based ER and CR estimates showed construct validity via their relationship with depressive symptoms.
Conclusions:
- The study validates the use of MLM for analyzing daily diary data to capture distinct within- and between-person reactivity.
- Distinguishing between these reactivity aspects provides valuable insights into psychological processes and their relation to mental health.
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