[closed]

FWIW, I present a case where race does not directly cause increased failure to repay, but common approaches to modeling could discriminate against race.

These issues have been discussed in detail in statistical considerations of Simpson's paradox. One need not accept that racial differences directly affect an outcome of interest, in order to be concerned about a model being biased against race!