Dog bites are almost always the result of welfare failures — pain, fear, or stress — rather than random aggression.
A dog that bites is almost always a dog that has communicated distress through other signals first. The welfare failure is in the missed signals, the pain that was not treated, or the situation of fear that was not recognized. Preventing bites requires addressing the welfare problems that create the stress response — not punishing dogs for the biting that those welfare failures produce.