Literature DB >> 27878996

On the Practical Interpretability of Cross-Lagged Panel Models: Rethinking a Developmental Workhorse.

Daniel Berry1, Michael T Willoughby2.   

Abstract

Reciprocal feedback processes between experience and development are central to contemporary developmental theory. Autoregressive cross-lagged panel (ARCL) models represent a common analytic approach intended to test such dynamics. The authors demonstrate that-despite the ARCL model's intuitive appeal-it typically (a) fails to align with the theoretical processes that it is intended to test and (b) yields estimates that are difficult to interpret meaningfully. Specifically, using a Monte Carlo simulation and two empirical examples concerning the reciprocal relation between spanking and child aggression, it is shown that the cross-lagged estimates derived from the ARCL model reflect a weighted-and typically uninterpretable-amalgam of between- and within-person associations. The authors highlight one readily implemented respecification that better addresses these multiple levels of inference.
© 2016 The Authors. Child Development © 2016 Society for Research in Child Development, Inc.

Entities:  

Mesh:

Year:  2016        PMID: 27878996     DOI: 10.1111/cdev.12660

Source DB:  PubMed          Journal:  Child Dev        ISSN: 0009-3920


  76 in total

1.  Internalizing Problems in Adolescence: Linking Loneliness, Social Anxiety Symptoms, and Depressive Symptoms Over Time.

Authors:  Sofie Danneel; Stefanie Nelemans; Annette Spithoven; Margot Bastin; Patricia Bijttebier; Hilde Colpin; Wim Van Den Noortgate; Karla Van Leeuwen; Karine Verschueren; Luc Goossens
Journal:  J Abnorm Child Psychol       Date:  2019-10

2.  Autoregressive and Cross-Lagged Associations Between Psychological Intimate Partner Aggression and Psychopathology in Newlyweds.

Authors:  Amber M Jarnecke; Susan C South
Journal:  J Interpers Violence       Date:  2018-04-09

3.  Positive parenting, effortful control, and developmental outcomes across early childhood.

Authors:  Tricia K Neppl; Shinyoung Jeon; Olivia Diggs; M Brent Donnellan
Journal:  Dev Psychol       Date:  2020-03

4.  Featured Article: Bidirectional Effects of Sleep and Sedentary Behavior Among Toddlers: A Dynamic Multilevel Modeling Approach.

Authors:  Bridget Armstrong; Lauren B Covington; George J Unick; Maureen M Black
Journal:  J Pediatr Psychol       Date:  2019-04-01

5.  Detouring in the family system as an antecedent of children's adjustment problems.

Authors:  Jesse L Coe; Patrick T Davies; Rochelle F Hentges; Melissa L Sturge-Apple
Journal:  J Fam Psychol       Date:  2020-06-04

6.  Examining Longitudinal Associations between Externalizing and Internalizing Behavior Problems at Within- and Between-Child Levels.

Authors:  Yoonkyung Oh; Mark T Greenberg; Michael T Willoughby
Journal:  J Abnorm Child Psychol       Date:  2020-04

7.  Changes in Drinking Contexts over the Night Course: Concurrent and Lagged Associations with Adolescents' Nightly Alcohol Use.

Authors:  Laura J Finan; Sharon Lipperman-Kreda
Journal:  Alcohol Clin Exp Res       Date:  2020-11-02       Impact factor: 3.455

8.  Family environment and self-esteem development: A longitudinal study from age 10 to 16.

Authors:  Samantha Krauss; Ulrich Orth; Richard W Robins
Journal:  J Pers Soc Psychol       Date:  2019-09-19

9.  Applying Social Cognitive Theory to Explore Relational Aggression across Early Adolescence: A Within- and Between-Person Analysis.

Authors:  Dorothy L Espelage; Gabriel J Merrin; Jun Sung Hong; Stella M Resko
Journal:  J Youth Adolesc       Date:  2018-08-09

10.  Disentangling Within- and Between-Person Effects of Shared Risk Factors on E-cigarette and Cigarette Use Trajectories From Late Adolescence to Young Adulthood.

Authors:  Michael S Dunbar; Jordan P Davis; Anthony Rodriguez; Joan S Tucker; Rachana Seelam; Elizabeth J D'Amico
Journal:  Nicotine Tob Res       Date:  2019-09-19       Impact factor: 4.244

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