A Study of Students' Learning Styles, Discipline Attitudes and Knowledge Acquisition in Technology-Enhanced Probability and Statistics Education.

Nicolas Christou, Ivo D Dinov
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Abstract

Many modern technological advances have direct impact on the format, style and efficacy of delivery and consumption of educational content. For example, various novel communication and information technology tools and resources enable efficient, timely, interactive and graphical demonstrations of diverse scientific concepts. In this manuscript, we report on a meta-study of 3 controlled experiments of using the Statistics Online Computational Resources in probability and statistics courses. Web-accessible SOCR applets, demonstrations, simulations and virtual experiments were used in different courses as treatment and compared to matched control classes utilizing traditional pedagogical approaches. Qualitative and quantitative data we collected for all courses included Felder-Silverman-Soloman index of learning styles, background assessment, pre and post surveys of attitude towards the subject, end-point satisfaction survey, and varieties of quiz, laboratory and test scores. Our findings indicate that students' learning styles and attitudes towards a discipline may be important confounds of their final quantitative performance. The observed positive effects of integrating information technology with established pedagogical techniques may be valid across disciplines within the broader spectrum courses in the science education curriculum. The two critical components of improving science education via blended instruction include instructor training, and development of appropriate activities, simulations and interactive resources.

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学生在技术强化概率与统计教育中的学习风格、学科态度和知识获取情况研究。
许多现代技术的进步对教育内容的交付和消费的形式、风格和效率产生了直接影响。例如,各种新颖的通信和信息技术工具和资源可以高效、及时、互动和图形化地演示各种科学概念。在本手稿中,我们报告了在概率和统计学课程中使用统计在线计算资源的 3 项对照实验的元研究。我们在不同的课程中使用了可通过网络访问的 SOCR 小程序、演示、模拟和虚拟实验作为处理方法,并与使用传统教学方法的匹配对照班级进行了比较。我们为所有课程收集的定性和定量数据包括 Felder-Silverman-Soloman 学习风格指数、背景评估、课前和课后学习态度调查、终点满意度调查以及各种测验、实验和考试成绩。我们的研究结果表明,学生的学习风格和对学科的态度可能是影响他们最终定量成绩的重要因素。所观察到的将信息技术与既定教学技术相结合的积极效果,可能适用于科学教育课程中更广泛课程的各个学科。通过混合式教学改进科学教育的两个关键组成部分包括教师培训和开发适当的活动、模拟和互动资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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