As a UCL-trained data scientist raised in Croydon with a Nigerian mother and Scottish father, I’ve built Bayesian models for Premier League win probabilities—but the math doesn’t lie. The real danger isn’t in the numbers; it’s in who trusts them. This piece dissects how algorithmic fairness crumbles when human bias sneaks into the code. Data won’t speak, but those who interpret it will.