Aesthetic ability is a powerful tool that can enhance student learning outcomes in arts education. This study not only determines the effect of aesthetic ability on student learning but also determines the effects of different factors on improvement in students' aesthetic abilities. The data used to investigate the mentioned relationships have been obtained from randomly selected 322 undergraduate students of arts education at different universities in Chengdu, Sichuan, China. The reliability of the data has been tested through Cronbach’s Alpha and regression analysis has been employed to determine the relationships among variables. Study findings revealed that teacher role, clarity of teaching goal, scientific plan, students' guidance, future creation, learning reflection, participation in exhibitions, improvement of art, appreciation of artwork, and innovative teaching methods influence student learning positively and significantly. Further, the effect of improvement in aesthetic ability on student learning has been found to be positive and significant. Based on the findings, some important implications have been discussed at the end of the study.