Assign a numerical value to each possible outcome on the tree. Use dollar amounts for outcomes. For example, if one outcome would gain the company $100,000, mark "$100,000" next to it.

If the signal to noise ratio is low (it is a ‘hard’ problem) logistic regression is likely to perform best. In technical terms, if the AUC of the best model is below 0.8, logistic very clearly ...