Experimental Design & Regression
A 14-module path through experimental design & regression, in study order from foundations to the frontier.
Modules
- Principles of Experimental Design
- Randomization and Replication
- Controls and Blinding
- Confounding Variables
- Blocking and Paired Designs
- Observational vs Experimental Studies
- Correlation and the Correlation Coefficient
- Inference for Correlation
- Simple Linear Regression
- The Least-Squares Line and Residuals
- Inference for Regression
- Multiple Regression: An Introduction
- Logistic Regression for Binary Outcomes
- Survival Analysis and Kaplan-Meier: An Introduction