In analyzing the data from HMDA and the larger flat files from the 2014 LAR data, I found the largest discrepancy in rejection rates in the populations of people who identified themselves as black or white. The black populations showed a 15 percent rejection rate based on the HMDA data and a 22 percent rejection rate from the LAR flat files. The white population had a 13 percent rejection rate based on the HMDA data and a 20 percent rejection rate based on the flat files. Excel pivot tables can show that this discrepancy is due to home refinancing loans, which are not included in the HMDA data.denialrate1031