Credit scoring systems estimate loan default probability (fully paid vs charged off).
Profit scoring systems estimate loan profitability (internal rate of return).
Factors explaining profitability differ from factors explaining default probability.
A profit scoring system outperforms the results obtained by a credit scoring system.