Dance courses aim to not only intensify learners' dance skills, but also cultivate their personal dancing features, self-confidence, self-reflection ability, creative power, appreciation ability, to name just a few, in order to attain much higher level artistic performance. In the present study, an approach which integrates mobile peer assessment into flipped learning is proposed. Moreover, a 9-week experiment was conducted to explore the effects of the approach on students' dance skills, self-efficacy, and learning satisfaction. The results indicated that the students learning with the integrated mobile peer assessment and flipped learning approach had better dance skills than those learning with the conventional flipped learning approach and traditional instruction. In terms of self-efficacy, the students learning with the conventional flipped learning approach outperformed those learning with the proposed approach and traditional instruction. In terms of learning satisfaction, the conventional flipped learning approach outperformed the traditional instruction. Discussion and suggestions are provided accordingly. It is suggested that teachers who want to incorporate flipped learning into dance courses may decide whether to combine peer assessment according to the teaching objectives.