No matter what predictive model you want to build, you have to go through several steps. You find many different approaches to describe such a development process for statistical models or predictive models in the internet. I have chosen a relative simple one, which is based on papers for a SAS training.
Predictive analytics for sports betting
Beat the Bookie 