In with elbow, no hand; out with hand, no elbow
This is the "ten character dictum" by Grandmaster Hong Junsheng.
When pushing out, the hand leads, the elbow can only follow on the movement path. When withdrawing, the elbow leads, and hand is being pulled back.
Source: https://practicalmethod.com/?p=36496