<p>Statistical methods are foundational to research in mathematics education, enabling researchers to analyse data rigorously, generalise findings, and make evidence-based recommendations. This paper explores the theoretical underpinnings of statistics in educational research, core statistical tools, applications in teaching&ndash;learning studies, and emerging trends such as learning analytics and Bayesian approaches. We argue that statistical literacy among mathematics educators enriches both research quality and instructional practice.</p>