Quantitative analysis of limited dependent variables

Examples of interesting business problems include predicting and/or explaining consumer choices, loan discrimination and default, corporate bond ratings, bank failures, and selection of services. All of these phenomena are measured with data whose range is restricted. This unit covers the basic tools for estimating models with such data, known as limited dependent variables.

Topics to be covered include: probit and logit, ordered logit and multinomial probit, Tobit model, censored and truncated regression, count data and duration. Computer software will be used to apply these techniques to real world problems.