Peer feedback often has positive effects on student learning processes and outcomes. However, students may not always be honest when giving and receiving peer feedback as they are likely to be biased due to peer relations, peer characteristics and personal preferences. To alleviate these biases, anonymous peer feedback was investigated in the current research. Research suggests that the expertise of the reviewer influences the perceived usefulness of the feedback. Therefore, this research investigated the relationship between expertise and the perceptions of peer feedback in a writing assignment of 41 students in higher education with a multilevel analysis. The results show that students perceive peer feedback as more adequate when knowing the reviewer perceives him/herself to have a high level of expertise. Furthermore, the results suggest that students who received feedback from a peer who perceives their expertise as closer to the reviewee’s own perceived expertise was more willing to improve his or her own assignment.