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Re:Chief scientist of major corporation can’t handle critici... by thwayunion on Wednesday November 23, 2022 @11:51AM (#33721608)
Because birth month distribution is highly correlated with climate zone; see the heat-map in [1]. Climate zone, in turn, is highly correlated with race (and probably also immigration status in this case).

Even if we set ethics aside, this is still a terrible idea because credit risk analysis is highly regulated in most cases. There is enormous regulatory risk to using birth month in a credit risk model. Particularly because hen a jury asks "what's an alternative causal model that could explain the bank's incorporate of this data point into their models?" their answer is going to be "absolutely none".

[1] https://vividmaps.com/most-common-birth-months/

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