Synchrony Financial aimed to improve its response to the financial crisis by decreasing its 30% default rate using random forest modeling. A pilot random forest model achieved a 23.13% default rate on 575 loans. Synchrony then modified the model by removing correlated variables and overfitting to improve accuracy. The modified model identified the most important applicant characteristics for decreasing defaults, strengthening customer relationships and increasing return on investment.