Prediction explanatory variables are a required parameter if you want computed predictions. When no prediction explanatory variables are specified, the output prediction feature class will contain computed coefficients only.
If you want computed predictions, the prediction location feature class should include fields for each of the model explanatory variables. Enter these field names. Make sure there is a one-to-one correspondence between the model and the prediction explanatory variables.