个性化教学是教育领域追求的目标,旨在根据每个学生的学习需求、兴趣和能力提供定制化的教学。教育数据科学(Education Data Science, EDS)作为一门新兴的跨学科领域,结合了数据科学、学习科学、心理测量学和教育技术。教育数据科学通...个性化教学是教育领域追求的目标,旨在根据每个学生的学习需求、兴趣和能力提供定制化的教学。教育数据科学(Education Data Science, EDS)作为一门新兴的跨学科领域,结合了数据科学、学习科学、心理测量学和教育技术。教育数据科学通过分析和挖掘教育大数据,为实现个性化教学提供了新的视角和工具。本文综述了教育数据科学在个性化教学中的应用,探讨了其理论基础、实践案例、面临的挑战和未来的发展方向。Personalized teaching is the goal of education field, which aims to provide customized teaching according to the learning needs, interests and abilities of each student. As a new interdisciplinary field, Education Data Science (EDS) combines data science, learning science, psychometrics and educational technology. Education data science provides new perspectives and tools for personalized teaching by analyzing and mining education big data. This paper summarizes the application of educational data science in personalized teaching, and discusses its theoretical basis, practical cases, challenges and future development directions.展开更多
文摘个性化教学是教育领域追求的目标,旨在根据每个学生的学习需求、兴趣和能力提供定制化的教学。教育数据科学(Education Data Science, EDS)作为一门新兴的跨学科领域,结合了数据科学、学习科学、心理测量学和教育技术。教育数据科学通过分析和挖掘教育大数据,为实现个性化教学提供了新的视角和工具。本文综述了教育数据科学在个性化教学中的应用,探讨了其理论基础、实践案例、面临的挑战和未来的发展方向。Personalized teaching is the goal of education field, which aims to provide customized teaching according to the learning needs, interests and abilities of each student. As a new interdisciplinary field, Education Data Science (EDS) combines data science, learning science, psychometrics and educational technology. Education data science provides new perspectives and tools for personalized teaching by analyzing and mining education big data. This paper summarizes the application of educational data science in personalized teaching, and discusses its theoretical basis, practical cases, challenges and future development directions.
