Identification of learning styles is one way of contributing to a more efficient teaching process, and it helps teachers choose an effective teaching strategy. This study reports a three-year process to explain the change in the learning styles of physical education students. It also involves an assessment of the overall academic achievement of physical education students based on their learning style preferences throughout this process. Forty-one physical education students, 41.5% of whom were female, comprised the sample. The study used a longitudinal study/panel study design to observe the time-dependent variation of learning styles. The data were collected using the Kolb Learning Style Inventory 3 and analysed using a Chi-Squared (X[superscript 2]) test, Kruskal-Wallis H test, and Mann-Whitney U test. The results of the analysis showed that the curriculum of the PE teaching department did not lead to a change in the learning styles of students studying in this department. Additionally, the overall academic achievement of the physical education students did not vary for the first (Semester 3) and second measurements (Semester 5) based on their learning style preferences. However, for the third measurement (Semester 7), learning style preferences had differing effects on their academic achievement.