This study aimed to examine publications related to science anxiety to contribute to developing relevant literature. A bibliometric analysis was conducted on 71 articles published between 2003 and 2022 from the Scopus database. The analysis examined the bibliographic links between the sources, authors, countries, and publications through the VOSviewer software. The results regarding keyword analysis showed that the five most frequently used keywords in the selected articles are anxiety, science anxiety, students, self-efficacy, and education. The results also showed that 80% of research papers on science anxiety, among the top 10 highest cited publications, were conducted in the USA. All of the top-10 publications were published in journals that have published articles in education literature for a long time. In addition, the results indicated that half of the publications also used psychology education journals. Furthermore, the bibliographic coupling of the authors showed that research teams from the USA authored the most publications on science anxiety. In light of the results, recommendations for future studies are made in conclusion.