How To Interpret Multinomial Logistic Regression Output In Spss. Multinomial logistic regression (often just called 'multinomial regression') is used to predict a nominal dependent variable given one or more independent variables. You to interpret the values of the.

It is sometimes considered an extension of binomial logistic regression to allow for a dependent variable with more than two categories. In this example, there are two independent variables: When conducting multinomial logistic regression in spss, all categorical predictor variables must be recoded in order to properly interpret the spss output.