This study employed a bibliometric analysis of research on attitudes in STEM education to identify patterns and themes within scholarly publications to address a research gap in the current literature. The publications indexed in the SCOPUS database on attitudes and STEM were analyzed to collect data. 173 articles were chosen for analysis. Bibliometric analysis revealed an upward trend in research publications between 2008-2022, with notable increases in 2013 and 2018 and between 2018 and 2022. Curtin University was the institution that contributed the most to the literature during this period. The results also showed that institutions from Australia, Taiwan, and the United States contributed equally to research on attitudes and STEM. Another finding is that the United States had the most publications on attitudes and STEM. The International Journal of Science Education was cited the most, followed closely by The Journal of Research in Science Teaching and Science Education. Barry J. Fraser and Jaquelynne S. Eccles are authors who were cited more than one hundred times in the publications. Based on the findings, implications for further studies are drawn.