So they are trained, but in this case there wasn't necessary to shot a man (in the back). He could shoot on the leg, and conclude the story with a simple arrest but all we know that the us police are thinking "I'm a hero".
Unfortunate incident. The cop had decades of experience in the police force with him. But a few seconds of misjudgment has resulted in the loss of one life.