实践中的学习分析:适应性教育技术snap对学生算术技能的影响

I. Molenaar, C. K. Campen
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引用次数: 15

摘要

尽管最近平板电脑在初等教育领域的大量涌入,伴随着教育技术赋予学习分析能力将给教育带来革命的愿景,但支持这一说法的实证结果却令人恐惧。自适应教育技术Snappet每天在教室中结合提取和嵌入式学习分析。当学生在平板电脑上练习时,这项技术在教师仪表板上显示学习者表现的实时数据(提取分析)。同时,学习者的表现被用来自适应地调整练习以适应学生的进步(嵌入式分析)。这项准实验研究比较了学生在一个学年(二年级和四年级)的算术技能的发展,在传统的基于纸张的环境中学习,并使用自适应教育技术Snappet。结果表明,Snappet条件下的四年级学生在算术技能上取得了显著的进步。此外,在这个年级,高能力水平的学生从这种适应性教育技术中受益最大。总体而言,不同能力的学生在AET条件下的发展模式与对照组相比差异更大。这些结果表明,将提取式和嵌入式学习分析相结合的适应性教育技术确实创造了新的教育场景,有助于小学教育的个性化学习。
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Learning analytics in practice: the effects of adaptive educational technology Snappet on students' arithmetic skills
Even though the recent influx of tablets in primary education goes together with the vision that educational technology empowered with learning analytics will revolutionize education, empirical results supporting this claim are scares. Adaptive educational technology Snappet combines extracted and embedded learning analytics daily in classrooms. While students make exercises on the tablet this technology displays real-time data of learner performance in a teacher dashboard (extracted analytics). At the same time, learner performance is used to adaptively adjust exercises to students' progress (embedded analytics). This quasiexperimental study compares the development of students' arithmetic skills over one schoolyear (grade 2 and 4) in a traditional paper based setting to learning with the adaptive educational technology Snappet. The results indicate that students in the Snappet condition make significantly more progress on arithmetic skills in grade 4. Moreover, in this grade students with a high ability level, benefit the most from working with this adaptive educational technology. Overall the development pattern of students with different abilities was more divergent in the AET condition compared to the control condition. These results indicate that adaptive educational technologies combining extracted and embedded learning analytics are indeed creating new education scenarios that contribute to personalized learning in primary education.
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