Using CiteSpace to draw a keyword co-occurrence knowledge map for 1,048 research papers on the quality of higher education from 2000 to 2014 in the Chinese Social Sciences Citation Index database, we found that over the past 15 years, research on the quality of Chinese higher education was clearly oriented toward policies, and a good interactive relationship formed between research and policy. Looking at research topics, apart from macrodiscussions of the spirit of several educational reforms, the relevant topics are mainly focused on higher education quality issues in the massification stage, issues of higher education academic management, issues of student cultivation, and issues of ensuring and evaluating higher education quality. Of these, issues of ensuring and evaluating higher education quality have continually been the mainstream of research on Chinese higher education quality, and there has been an increasing trend of emphasizing ensuring internal quality within schools, emphasizing student participation, and evaluating the effectiveness of student learning. Scholars had a renewed focus on the topics of higher education academic management and student cultivation after 2010, and truly improving the quality of higher education will become a future hot topic of study, however there is an urgent need for further study.