Lasso Regression for Feature Importance saying almost every feature is unimportant?
Change (search over) the penalty parameter of lasso.  FinalRevenue = RevenueSoFar is a good baseline &quot;model,&quot; but hopefully your other features can improve on that.  You might also consider just modeling the target FinalRevenue - RevenueSoFar.