The purpose of this study was to verify the self-efficacy model of In-Line Skating. The subjects of this study were 25 college students and never attended any In-Line Skating class. The mean age of the subjects was 21.36 years. The experiment included follows: first, the teacher introduced the course of the In-Line Skating and the assigned goal. Then, prior to the In-Line Skating test, the subjects’ demographic data were collected, and their self-efficacy and variables of goal setting were also measured after the test. Subjects were asked to participate in an In-Line Skating class too. In the end of the 16-week class, subjects’ self-efficacy and In-Line Skating performance were measured. According to the results, the subjects’ In-Line Skating learning could accord almost with the self-efficacy model of In-Line Skating. The results of the path model clearly revealed that self-efficacy and goal acceptance were the most important variables to predict In-Line Skating performance. Based on the results of this study, some suggestions were offered for the future study and application.