Contents

• Review of OLS Regression
  • Administrative/Review
  • Model Selection
  • Missing data/Weighting
  • Advanced Techniques
  
  
• Generalized Linear Models
  • Linear Probability Models and Generalized Least Squares
  • Generalized Linear Models
  • Maximum Likelihood Estimation
  
  
• Logistic Regression
  • Odds and Probabilities
  • Logistic Regression
  • Goodness-of-fit
  • Other types of link functions (probit)
  
  
• Log-linear Models
  • Two-way tables and odds ratios
  • Log-linear models for two-way tables
  • Model Selection
  • Multiway Tables
  
  
• Multinomial and Ordered Logit Models
  • Multinomial logit models
  • The Conditional Logit model
  • Ordered Logit Models
  • Comparison of the logistic, multinomial, ordered logit, and log-linear models
  
  
• Event History Analysis
  • Events, rates, and relative risk
  • Parametric survival models
  • Semi-parametric models
  • Discrete time approximation
  • Event count poisson regression