MLRM Lecture Slides
Regression Modeling -- A Brief Conceptual Introduction
Introduction to R
Matrix Algebra -- A Minimal Introduction
Basic Matrix Operations in R
Basic Probability Theory Concepts (Handout Version)
Introduction to Linear Regression (Handout Version)
Diagnostics and Transformations (Handout Version)
Diagnostics and Transformations 2 (Handout Version)
Diagnostics and Transformations 3 (Handout Version)
Multiple Regression (KidsData) (HawkinsData)(StepwiseCommands)(HadiSimonoff)
Multiple Regression Handout Version
Logistic Regression (Handout Version) (crab.txt)
Poisson Regression (Handout Version) (ceb.dat)
Modeling Overdispersion (Handout Version) (burglary.txt)
Statistical Simulation (Handout Version) (wells.dat) (lightspeed.dat) (simulation.code.txt)
Causal Inference Part 1 (Handout Version) (electric.data)
Causal Inference Part 2 (Handout Version) (Fig14B.txt)
Regression Discontinuity (Handout Version) (PSAT.txt) (Discontinuity Code.txt)
Instrumental Variables
Propensity Scores and Matching
Introduction to MLM (Handout Version) (radon.txt) (radon1.sav) (radon2.sav)
Introduction to HLM (Handout Version) (radon1.txt) (radon2.txt)
The HSB Example (Handout Version) (hsb1.sav) (hsb2.sav) (hsball.txt )
The 3-Level HLM Model (EG1.SAV)(EG2.SAV)(EG3.SAV)
Growth Curve Models for Longitudinal Data (tolerance1.txt) (tolerance1_pp.txt)
Multilevel Model for Change (alcohol1_pp1_l1.dta)(alcohol1_pp1_l2.dta) (alcohol1_pp.txt)