Before revision:  We benchmark performance on our sample of individuals with (thin) financial histories : our method performs no worse than models using credit bureau information  .
After revision:  We benchmark performance on our sample of individuals with (thin) financial histories : our method performs no worse than models using credit bureau information , both within time and when tested on a different time period .