Is It Time To Start Using Race And Gender To Combat Bias In Lending? We’ve tried “Fairness Through Blindness” to keep discrimination out of lending. Now, as new AI fairness techniques need more data to do their jobs, it’s time to try something new: Fairness Through Awareness.