I seek to obtain a prediction equation for the games won in the baseball season. I have a 30 variable and I want to come up with a model?

I'm confused how can I start in doing my analysis. Should I start with stepwise regression or should first check the multicollinearity for each of the independent variable and start to delete variables.

Any advice on how to start

Thanks alot