The objective of this research is to perform a comprehensive evaluation of the top 100 articles concerning university rankings, with the highest number of citations, which were published in academic journals during a period of five years, specifically from 2017 to 2021. This article adheres to the guidelines established by the PRISMA extension for scoping reviews. The selection of the 100 most frequently cited articles on the subject of university rankings is carried out by initially identifying 684 articles and subsequently screening 537 of them. Through an examination of these articles, the prevailing research domains, methodologies, samples, data collection instruments, data analysis techniques, focused variables, and keywords are determined. The abstracts of these articles are subjected to content analysis, resulting in the identification of five key themes: rankings, methodology, analysis, approach, and education. This investigation stands out as one of the pioneering studies in the field of research articles on university rankings. By delineating the boundaries of such studies, it aims to illuminate the path for future researchers by highlighting the existing gaps in the current literature and areas that warrant further exploration.