Joint effects in cross-lagged panel research using structural nested mean models
An introduction to joint effects in a cross-lagged panel setting. We compare the estimation of such joint effects with structural equation models and with g-estimation of structural nested mean models.
Jun 17, 2024
Behavioral and neural responses to social rejection: Individual differences in developmental trajectories across childhood and adolescence
An applied research project in which we use Bayesian multilevel growth curve model to describe individual differences in the development of behavioral and neural responses to social rejection in children.
Apr 1, 2024
Causal effects of time-varying exposures: A comparison of structural equation modeling and marginal structural models in cross-lagged panel research
We describe three phases of causal research to better understand the differences between a structural equation modeling approach and a g-methods approach to studying effects of a time-varying exposure.
Mar 19, 2024
Power analysis for the random intercept cross-lagged panel model using the powRICLPM R-package
A proposal for a power analysis strategy for the popular random intercept cross-lagged panel model. This strategy is implemented in the R package `powRICLPM`.
Nov 21, 2022
Predicting outcome in an intensive outpatient PTSD treatment program using daily measures
An applied project in which we compare multiple latent growth curve models using $k$-fold cross-validation to predict PTSD after an intensive PTSD treatment program.
Sep 15, 2021
Description, prediction and causation: Methodological challenges of studying child and adolescent development
A didactical introduction to different goals of scientific research, and how these relate to different research methods in terms of design, operationalization, modeling building and evaluation.
Dec 1, 2020
Three extensions of the random intercept cross-lagged panel model
A didactical introduction to the random intercept cross-lagged panel model and three popular extensions thereof. It includes fully annotated R code and Mplus syntax in the online supplementary materials.
Aug 11, 2020