Jason T. Newsom PhD

Professor, Department of Psychology, Portland State University

 

 

 

 

Main Page

 

Current Courses

Univariate Quant

Multivariate Quant

Categorical Data Analysis

Structural Equation Modeling

Multilevel Regression

Psychological Measurement

Adult Development and Aging

 

Past Courses

Stats Notes

 

Resources

SEM References

SEM Books

 

Other

LSEM Book

LDA Book

Department of Psychology

 

 

 

 

 

 

PSY 525/625 Categorical Data Analysis

Syllabus

Readings

Homework

Data Sets

Handouts & Overheads

Probability, Proportions, and the Binomial Distribution

Levels of Measurement and Choosing the Correct Statistical Test

Single-Sample Statistical Tests with a Binary Dependent Variable

Overhead: Wald vs. Score Standard Error Figures

Maximum Likelihood Estimation

Analysis of Contingency Tables

Measures of Association for Contingency Tables

Mosaic Plots

Three-Way Contingency Tables

Matched Pairs Analysis

Loglinear Models

Analysis of Ordinal Contingency Tables

Ordinal Examples: SPSS and R

Logistic Regression

Interactions with Logistic Regression

Overhead: Logistic Interaction Figures

Diagnostics For Logistic Regression

Mediation Analysis with Logistic Regression

Longitudinal Modeling with Logistic Regression

Generalized Linear Models

Overhead: Some Members of the Exponential Distribution Family

Ordinal Regression with SPSS, R, and SAS examples

Multinomial Logistic Regression Models with SAS example

Survival Analysis with SAS examples

Item Response Models

Extensions of Item Response Models

Overhead: IRT Models Using Structural Equation Modeling

Latent Class Analysis with R and SAS Examples

Overhead: Latent Class Model Example in Mplus

Latent Transition Analysis with R and SAS Examples

Propensity Scores

Sample Size Issues for Categorical Analyses and Logistic Regression

 

Links

Azen and Walker data and syntax examples (SPSS and SAS)

Alan Agresti Categorical Data Analysis site. All examples from the text in SAS, SPSS, and R.

Laura Thompson R and Splus manual for Agresti 2nd edition.

Michael Friendly Categorical Data Analysis with Graphics and Visualizing Categorical Data Analysis short course handouts. SAS, SPSS and R Examples

Binomial Distribution and Related Demos

Aleksandra Slavkovic online categorical data analysis course at Penn State with R code

Chris Bilder R code for Analysis of Categorical Data with R

Penn State Methodology Center on Latent Class Analysis

Bethany Bray Latent Class Analysis Video

Bethany Bray Latent Transition Analysis Video