When I push something heavy, my arms are the last thing getting extended after I have all my force into that object.
I believe the hips go slightly before the hands simply because the hips are quicker than the hands. If you think about swinging arms first, it seems as if you will be swinging all upper body. I just think about swinging backside (elbow, knee, hip) first then hands.