PSY 202b – Advanced Psychological Statistics II (Spring 2022)
Assignment 1, Due 2/1/22, helpful R file is here
Assignment 2, Due 2/24/22
Assignment 3, Due 3/10/22
Assignment 4, Due 4/19/22
Assignment 5, Due 5/9/22
Example for reading in input etc.
Output from class:
- Linear regression
- Logistic regression
- Multinomial logistic regression
- Path analysis
- Exploratory factor analysis
- Confirmatory factor analysis
- Structural equation modeling
Example from Kreft and de Leeuw, Pg 65
Growth curve modeling without predictors
Growth curve modeling with predictors under ML
Growth curve modeling with predictors under WLSMV
HLM Program Files:
Baron, R. M., & Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51, 1173-1182.
Costello, A. B., & Osborne, J. W. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical Assessment, Research & Evaluation, 10, 1-9.
Edwards, J. R., & Lambert, L. S. (2007). Methods for integrating moderation and mediation: A general analytical framework using moderated path analysis. Psychological Methods, 12, 1-22.
Goddard, J., & Kirby, A. (1976). An introduction to factor analysis.
Hox, J. J., & Bechger, T. M. (n.d.). An introduction to structural equation modeling. Family Science Review, 11, 354-373.
Kaplan, D. (n.d.). Structural equation modeling.
McCrae, R. R., & John, O. P. (n.d.). An introduction to the five-factor model and its applications.
Micerri, T. (1989). The unicorn, the normal curve, and other improbable creatures. Psychological Bulletin, 105, 156-166.
Mplus User’s Guide
Osborne, J. W. (n.d.). Advantages to hierarchical linear modeling. Practical Assessment, Research, and Evaluation, 7, 1-3.
Schreiber, J. B. et al. (2006). Reporting structural equation modeling and confirmatory factor analysis results: A review. The Journal of Educational Research,99, 323-337.
Snijders, T. A. B., & Bosker, R. J. (1999). Multilevel Analysis: An Introduction to Basic and Advanced Multilevel Modeling. Sage Publications: Thousand Oaks.
Stage, F. K., Carter, H. C., & Nora, A. (2004). Path Analysis: An introduction and analysis of a decade of research. The Journal of Educational Research, 98, 5-12.
Wendorf, C. A. (2009). Comparisons of structural equation modeling and hierarchical linear modeling approaches to couples’ data. Structural Equation Modeling, 9, 126-140.