Quantitative Social Science Methods I

Harvard FAS

This course provides a rigorous foundation necessary for the rest of the sequence. After reviewing the basic probability theory, we offer a systematic introduction to the linear model and its variants -- the workhorse models for social scientists. We cover the classic linear regression model, least squares estimation and projection, fixed and random effects models, principal components analysis, instrumental variables, flexible regression models, and regularization for high…