In view of the current situation that the curriculum construction of calligraphy education needs to be perfected, a more comprehensive and in-depth study is carried out for the curriculum setting and development of calligraphy education in higher teacher colleges and universities, starting from the core - curriculum system in calligraphy education. Based on information technology, this paper constructs a path of calligraphy education construction, from which the learning resources design, learning content design, learning activities design, and learning evaluation design of the practical calligraphy classroom are carried out. For the learning evaluation of the calligraphy education curriculum system, a calligraphy word evaluation model is proposed, which consists of three parts: overall structure, stroke form, and font layout. Ultimately, students can be scored according to the evaluation standard of calligraphy words. In the overall evaluation of the curriculum system constructed in this paper, 75%, 74%, and 72% of the students agreed strongly with the system in the cultivation of “knowledge”, “ability,” and “thinking and literacy,” respectively. The students indicated that they “strongly agree” with this system. With regard to the cultivation of “thinking and literacy”, this paper proposes corresponding improvement strategies to improve the calligraphy education program system.