Yeah, pretty basic opsec is not to drive to the crime scene. And don't bring anything with you that is not essential to the mission and which might get dropped and be used as evidence.
Wear cheap sweats and a ski mask. Dispose of them all as soon as you can. If cars are involved, use fake plates. Better yet, use bicycles and ride as much as possible off paved roads. And don't ride straight home.
Standard fascist rationale: "Because we said so, that's why."