> generally because the operators lower the yellow light time to increase fees

I'm skeptical of this claim because the red light camera operators are usually contracted by municipalities. They don't have any direct control over the light cycles.

(Yes, obviously they can be in cahoots with the municipality, but I would be surprised if that was common and not the exception)

Do you have any evidence of this?