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The aim of the present tutorial is to introduce readers to LCGM and provide a concrete example of how the analysis can be performed using a real world data set and the SAS software package with accompanying PROC TRAJ application. The advantages and limitations of this technique are also discussed. Longitudinal data is at the core of research exploring change in various outcomes across a wide range of disciplines. In such instances as in the examp...
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Latent class growth modelling (LCGM) is a statistical technique used to identify and analyze distinct subgroups within a population based on patterns of growth over time. It is often used in longitudinal studies to understand how individuals or groups change over time and to identify different trajectories of growth or development.
There is no specific requirement to file latent class growth modelling. It is a statistical technique used by researchers and analysts in various fields such as psychology, sociology, and education.
Latent class growth modelling is a statistical analysis technique that requires expertise in statistical software such as R, SAS, or Mplus. It involves specifying the number of latent classes, selecting appropriate growth models, estimating model parameters, and interpreting the results.
The purpose of latent class growth modelling is to identify distinct subgroups within a population based on their growth patterns over time. It allows researchers to understand and describe heterogeneity in growth trajectories, test hypotheses about the predictors of different growth patterns, and predict future outcomes for individuals or groups.
The information reported in a latent class growth modelling analysis depends on the specific research question and the variables included in the analysis. Typically, researchers report the number of latent classes identified, the growth trajectories for each class, the estimated parameters for the growth models, and any predictors or covariates included in the analysis.
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