The COVID-19 pandemic has expedited the integration of technology into instructional practices through the transition to emergency distance education. The flipped classroom has emerged as a prominent approach among the notable models in this process. The flipped classroom leverages technological opportunities to enhance productivity by shifting the teacher's role from in-person explanations to facilitating individualized learning outside the classroom. CiteSpace, VOSviewer, and R Bibliometrix are three knowledge graph software tools used in this work to carefully look over, evaluate, and diversify the selected data, drawing on previous research on the subject. By querying the Web of Science database, 226 articles on the flipped classroom model in mathematics education were accessed. Performance analysis, science mapping, and network analysis were performed on the obtained articles. The earliest publications on this subject date back to 2014, and the number of publications has grown steadily. Lo is the author who ranks first in productivity due to his most publications on flipped classrooms in mathematics education. The countries that show the most interest in flipped classroom in mathematics education and have publications on this subject are the USA, China, and Spain. In addition, international co-authorship results of 21.7% of the publications were reached. Also, future research implications based on the findings were discussed.