Probit and Logit Models

Probit and logit models are among the most popular models. The dependent variable is a binary response, commonly coded as a 0 or 1 variable. The decision/choice is whether or not to have, do, use, or adopt. Examples include whether a consumer makes a purchase or not, and whether an individual participates in the labor market or not.

Handouts, Programs, and Data

Probit and Logit Models

Probit and Logit Models Example

Probit and Logit Models Stata Program and Output

Probit and Logit Models in Stata.do

probit_insurance.dta

Probit and Logit Models R Program and Output

Probit and Logit Models in R.R

probit_insurance.csv

Probit and Logit Models SAS Program and Output

Probit and Logit Models in SAS.sas

probit_insurance.csv

Probit and Logit Models SPSS Program and Output

Probit and Logit Models in SPSS.sps

probit_insurance.sav

Probit and logit models: topics covered

    • Linear regression model, probit, and logit models functional forms and properties

    • Model coefficients and interpretations

    • Marginal effects (and odds ratios) and interpretations

    • Goodness of fit statistics (percent correctly predicted and pseudo R-squared)

    • Choice between probit and logit

    • Economic models that lead to use of probit and logit models