Generally when a loan company is training a model, they don't approve every application for a month and see if they're repaid to get unbiased data.

Instead, they look at who was approved, and maybe whether they repaid their loan.

So if a human making loan decisions isn't keen on giving out loans in View Park-Windsor Hills, a model trained to produce human-level performance won't be keen on doing it either.