If you were trying for real bias in your cropping algorithm, I would suspect training it on what the average, unconsciously-biased user thinks is the best crop

If you were trying for real bias in your cropping algorithm, I would suspect training it on what the average, unconsciously-biased user thinks is the best crop nearly guarantees it.