"Using loan-level data, we analyze the quality of subprime mortgage loans by adjusting their perfor mance for differences in borrower characteristics, loan characteristics, and house price appreciation since origination. We find that the quality of loans deteriorated for six consecutive years before the crisis and that securitizers were, to some extent, aware of it." (Quoted from paper)