This paper clarifies and defines the related concepts of academic evaluation, discusses the relationship between social influence and academic influence, and the relationship between academic quality and academic influence based on papers, and discusses the controversies and dilemmas faced by current academic evaluation, which provides a new perspective for the selection of academic evaluation indicators.