UPDATE (4/28/2017): Now that we're using Mplus as our main program for the course, I wanted to go over some of the advanced applications of this software. I find Mplus more cumbersome to use than AMOS or ONYX, but people claim Mplus makes up for this disadvantage through its versatility in offering numerous advanced techniques. According to this University of Kentucky PowerPoint slideshow, Mplus offers the following techniques (beyond basic SEM). I have added further links on the specific techniques:
- Multilevel Modeling (YouTube)
- Item Response Theory (PowerPoint)
- Bayesian Analysis (Article)
- Latent Class Analysis (PDF of PPT presentation)
- Mixture Modeling (PDF of PPT presentation)
- Monte Carlo Simulations (PDF of PPT presentation)
- Multiple Imputation for Missing Data (YouTube)