Considering SRL is one of the key aspects that determines an individual's success in STEM learning, knowing the development of research related to this topic is crucial. This research aims to conduct a bibliometric mapping analysis of research published in Scopus-indexed journals from 2013 to 2023. The search yielded 1683 publications, which generally showed an increasing trend. The analysis results showed the distribution of publications based on document type, year of publication, and geographical area. Then, the co-authorship analysis results showed publication collaboration among countries and among authors. In addition, the citation analysis results provided information on the most influential authors, journals, and publications. In relation to the co-occurrence analysis results, the most popular research focuses were the relationship between SRL and "e-learning" and "engineering education". The topics that are quite popular are related to "mathematics", and those that are less popular are related to the terms "stem (science, technology, engineering and mathematics)" or "stem" and "science" or "science education". Regarding trending topics, several keywords that have been popular recently are "covid-19", "online learning", "major clinical study", "technology", "human experiment", "student learning", and "academic achievement". Several recommendations are also provided based on the findings and limitations of this research.