How To Interpret Logistic Regression Coefficients Stata. In practice this means that you only interpret rank and sign in a logistic regression as the magnitude of the impact will depend on how you parameters and variables interact with the logit function Expressed in terms of the variables used in this example, the logistic regression equation is.

The regression output of stata can be categorized into anova table, model fit, and parameter estimation. Interpret logistic regression coefficients [for beginners] the logistic regression coefficient β associated with a predictor x is the expected change in log odds of having the outcome per unit change in x. The interpretation of coefficients in an ordinal logistic regression varies by the software you use.