Our 3-day Jumpstart Mplus series was initiated by Tim Croudace in 2011 under the ESRC RDI scheme, and has proved to be so popular that we have repeated in several times since. All you need before you start is to download the free copy of the software from the Statmodel.com website, and off you go! Only 6 variables at a time, but that's enough to show how it works. Why not download it now and try?
Tim's original slides
Slides from Gabriela's and Arielle's September 2013 Jumpstart
An introduction to Structural Equation Modelling (SEM) and Factor Analysis (both EFA and CFA) using Mplus.
Using categorical data and assessing measurement invariance and Differential Item Functioning (DIF) in Mplus - a must for the psychometrician.
Using MIMIC models to assess the effects of covariates on the measurement model (in Mplus).