Before revision:  This paper shows that behavioral signatures in mobile phone data predict loan default . We evaluate our approach using call records matched to lending outcomesin a middle income South American country .
After revision:  This paper shows that behavioral signatures in mobile phone data predict loan default , using call records matched to lending outcomesin a middle income South American country .