We propose a method of automatic posture evaluation from images for the purpose of judging work ability. Using a Random Forest engine that has learned to evaluate the posture of an athletic trainer, it determines whether the posture is a correct Deep Squat posture or not by using the moving average window length based on the skeletal estimation from images.