Literature DB >> 33013155

Modeling Latent Change Score Analysis and Extensions in Mplus: A Practical Guide for Researchers.

Eric T Klopack1, Kandauda K A S Wickrama2.   

Abstract

Many developmental and life course researchers are interested in modeling dynamic developmental processes. Latent change score (LCS) modeling is a potentially powerful modeling technique that can be used to assess complex life course processes, as well as the direction of longitudinal bivariate associations. Advances in modeling software, like Mplus, as well as widening adoption of software by researchers has made LCS modeling simpler. Thus, in the present paper, we provide 1) a theoretical overview of LCS analysis, 2) information on the interpretation of these models, 3) a practical guid7e for estimating these models in Mplus (including example syntax), 4) illustrative examples of LCS analysis, and 5) potential caveats for researchers.

Entities:  

Keywords:  growth modeling; latent change scores; life course; longitudinal data analysis

Year:  2019        PMID: 33013155      PMCID: PMC7531193          DOI: 10.1080/10705511.2018.1562929

Source DB:  PubMed          Journal:  Struct Equ Modeling        ISSN: 1070-5511            Impact factor:   6.125


  10 in total

1.  Improving transparency and replication in Bayesian statistics: The WAMBS-Checklist.

Authors:  Sarah Depaoli; Rens van de Schoot
Journal:  Psychol Methods       Date:  2015-12-21

2.  On the Mathematical Relationship Between Latent Change Score and Autoregressive Cross-Lagged Factor Approaches: Cautions for Inferring Causal Relationship Between Variables.

Authors:  Satoshi Usami; Timothy Hayes; John J McArdle
Journal:  Multivariate Behav Res       Date:  2015-11-17       Impact factor: 5.923

3.  Flexible models of change: using structural equations to match statistical and theoretical models of multiple change processes.

Authors:  David H Barker; Diana Rancourt; Elissa Jelalian
Journal:  J Pediatr Psychol       Date:  2013-11-04

4.  Accuracy in parameter estimation for targeted effects in structural equation modeling: sample size planning for narrow confidence intervals.

Authors:  Keke Lai; Ken Kelley
Journal:  Psychol Methods       Date:  2011-06

5.  Teacher's Corner: Latent Curve Models and Latent Change Score Models Estimated in R.

Authors:  Paolo Ghisletta; John J McArdle
Journal:  Struct Equ Modeling       Date:  2012       Impact factor: 6.125

6.  Misspecification in Latent Change Score Models: Consequences for Parameter Estimation, Model Evaluation, and Predicting Change.

Authors:  D Angus Clark; Amy K Nuttall; Ryan P Bowles
Journal:  Multivariate Behav Res       Date:  2018-01-04       Impact factor: 5.923

Review 7.  Adolescence-limited and life-course-persistent antisocial behavior: a developmental taxonomy.

Authors:  T E Moffitt
Journal:  Psychol Rev       Date:  1993-10       Impact factor: 8.934

Review 8.  The life course as developmental theory.

Authors:  G H Elder
Journal:  Child Dev       Date:  1998-02

9.  Longitudinal Dynamic Analyses of Depression and Academic Achievement in the Hawaiian High Schools Health Survey using Contemporary Latent Variable Change Models.

Authors:  Jack McArdle; Fumiaki Hamagami; Janice Y Chang; Earl S Hishinuma
Journal:  Struct Equ Modeling       Date:  2014-10       Impact factor: 6.125

10.  A gentle introduction to bayesian analysis: applications to developmental research.

Authors:  Rens van de Schoot; David Kaplan; Jaap Denissen; Jens B Asendorpf; Franz J Neyer; Marcel A G van Aken
Journal:  Child Dev       Date:  2013-10-09
  10 in total
  5 in total

1.  Mediational Effects on Motivation to Quit Smoking After Exposure to a Cigarette Pictorial Warning Label Among Young Adults.

Authors:  Andrea C Johnson; Monique M Turner; Samuel J Simmens; W Douglas Evans; Andrew A Strasser; Darren Mays
Journal:  Ann Behav Med       Date:  2022-07-12

2.  Is Delinquency Associated With Subsequent Victimization by Community Violence in Adolescents? A Test of the Risky Behavior Model in a Primarily African American Sample.

Authors:  Kaitlin Bountress; Steven H Aggen; Wendy Kliewer
Journal:  Psychol Violence       Date:  2020-10-22

3.  Supporting parents of children with chronic conditions: A randomized controlled trial of web-based and self-help ACT interventions.

Authors:  Päivi Lappalainen; Inka Pakkala; Juho Strömmer; Essi Sairanen; Kirsikka Kaipainen; Raimo Lappalainen
Journal:  Internet Interv       Date:  2021-03-16

4.  Life Satisfaction Prevents Decline in Working Memory, Spatial Cognition, and Processing Speed: Latent Change Score Analyses Across 23 Years.

Authors:  Nur Hani Zainal; Michelle G Newman
Journal:  Eur Psychiatry       Date:  2022-04-19       Impact factor: 7.156

5.  lcsm: An R package and tutorial on latent change score modelling.

Authors:  Milan Wiedemann; Graham Thew; Urška Košir; Anke Ehlers
Journal:  Wellcome Open Res       Date:  2022-05-11
  5 in total

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