Where I grew up, there is a majority group with fair skin, later(possibly incorrectly) attributed to the fact that they worked in the fields less. The minority group is darker skinned. If you train any reasonable machine learning model on any financial data, it will pick up on the discrepancy. If it did not I would say it is a flawed model. But that is more a sign that people should avoid such models.