Abstract A course evaluation system involving formative assessment was constructed for College Chemistry course. The various learning activities which occurred before, in and after class in a whole semester were designed. The assessments and feedbacks provided the valuable guidance for students to improve their learning by employing self-regulating strategy. The evidences gathered via anonymous questionnaire show that the introducing of formative assessment in course evaluation system significantly promoted student engagement in learning and obviously fostered their autonomous learning.