A Note on the Occurrence of the Illusory Between-Person Component in the Random Intercept Cross-Lagged Panel Model

被引:6
作者
Robitzsch, Alexander [1 ,2 ]
Luedtke, Oliver [1 ,2 ]
机构
[1] IPN Leibniz Inst Sci & Math Educ, Schleswig Holstein, Germany
[2] Ctr Int Student Assessment ZIB, Munich, Germany
关键词
Cross-lagged effects; illusory between-person component; panel data; random intercept cross-lagged panel model; stable factor;
D O I
10.1080/10705511.2024.2379495
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The random intercept cross-lagged panel model (RICLPM) decomposes longitudinal associations between two processes X and Y into stable between-person associations and temporal within-person changes. In a recent study, Bailey et al. demonstrated through a simulation study that the between-person variance components in the RICLPM can occur only due to the presence of time-varying covariate processes that are omitted from the analysis model. Therefore, the between-person component was termed illusory. In this article, necessary and sufficient conditions for the occurrence of such illusory between-person components in an RICLPM are analytically derived and systematically investigated in a simulation study.
引用
收藏
页码:36 / 45
页数:10
相关论文
共 34 条
[1]   Equivalent Approaches to Dealing With Unobserved Heterogeneity in Cross-Lagged Panel Models? Investigating the Benefits and Drawbacks of the Latent Curve Model With Structured Residuals and the Random Intercept Cross-Lagged Panel Model [J].
Andersen, Henrik Kenneth .
PSYCHOLOGICAL METHODS, 2022, 27 (05) :730-751
[2]  
Asendorpf J B., 2021, The handbook of personality dynamics and processes, P815, DOI DOI 10.1016/B978-0-12-813995-0.00031-5
[3]  
Bailey D. H., 2023, PSYARXIV, DOI [10.31234/osf.io/rz8h4, DOI 10.31234/OSF.IO/RZ8H4]
[4]   Reciprocal Effects of Reading and Mathematics? Beyond the Cross-Lagged Panel Model [J].
Bailey, Drew H. ;
Oh, Yoonkyung ;
Farkas, George ;
Morgan, Paul ;
Hillemeier, Marianne .
DEVELOPMENTAL PSYCHOLOGY, 2020, 56 (05) :912-921
[5]  
Boos DD, 2013, SPRINGER TEXTS STAT, P1, DOI 10.1007/978-1-4614-4818-1
[6]   To Detrend, or Not to Detrend, That Is the Question? The Effects of Detrending on Cross-Lagged Effects in Panel Models [J].
Falkenstroem, Fredrik ;
Solomonov, Nili ;
Rubel, Julian .
PSYCHOLOGICAL METHODS, 2023,
[7]   The Within-Between Dispute in Cross-Lagged Panel Research and How to Move Forward [J].
Hamaker, Ellen L. .
PSYCHOLOGICAL METHODS, 2023,
[8]   A Critique of the Cross-Lagged Panel Model [J].
Hamaker, Ellen L. ;
Kuiper, Rebecca M. ;
Grasman, Raoul P. P. P. .
PSYCHOLOGICAL METHODS, 2015, 20 (01) :102-116
[9]   A Computationally More Efficient Bayesian Approach for Estimating Continuous-Time Models [J].
Hecht, Martin ;
Zitzmann, Steffen .
STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2020, 27 (06) :829-840
[10]   Latent Curve Detrending for Disaggregating Between-Person Effect and Within-Person Effect [J].
Hori, Kazuki ;
Miyazaki, Yasuo .
STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2023, 30 (02) :192-213