Description: The goal of this paper is to help you understand one tool that has gained an enormous amount of traction over the past two decades: predictive modeling. Predictive modeling is the practice of leveraging statistics to predict outcomes. The topic covers everything from simple linear regression to machine learning. The focus of this paper is a branch of predictive modeling that has proven extremely practical in the context of insurance: Generalized Linear Models (GLMs).