Information Technology Capability (ITC) Framework to Improve Learning Experience and Academic Achievement of Mathematics in Malaysia

IF 2.4 Q1 EDUCATION & EDUCATIONAL RESEARCH
Lew Sook Ling, Sivapoorani Krishnasamy
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Abstract

Poor mathematics performance was generally reported from international assessments such as Programme for International Student Assessment (PISA) and Trends in International Mathematics and Science Study (TIMSS) among Malaysian students. Malaysia is ranked 52nd and 48th in the assessments for 2012 and 2018 respectively, while Singapore, Japan, South Korea, and even Vietnam have consistently performed well and held the top spots among the 78 countries evaluated in the PISA. Although numerous new technologies have been introduced, developed and implemented for education, incorporation of IT capability (ITC) to teach and learn Mathematics where still lacking commonly. Additionally, learning Mathematics in the traditional teaching contents could not accomplish desired learning outcomes because of dry contents and dull teachers. Therefore, this study is to design an appropriate ITC framework for improving learning experience and academic achievement of learning Mathematics. This study has adopted the development model of Analysis, Design, Development, Implementation and Evaluation (ADDIE) and Mayer (2010)’s cognitive theory for multimedia instructional content design. This study developed a new Multimedia Probability and Statistics system (MMPASS) for a subject of Probability and Statistics. The developed topics were concepts of discrete random variables and probability distribution function which were puzzled by students from preliminary study. An experiment was conducted with both control and experimental groups. The developed MMPASS blended multiple influential multimedia elements in the learning contents. A quantitative method and proportional stratified sampling were used to collect data. The blended topics were used by the experimental group whilst the control group was solely learning using the existing learning contents. Questionnaires were distributed to both groups after the lessons. 66 students participated in this survey. The collected data was then analysed and an ITC model was formed. Results of this study show that Perceived System Quality, Perceived Information Content Quality and Perceived System Performance as independent variables significantly improved learning experience. The findings also reveal that the performances of the experimental group have a higher mean score (9.65/10.00) compared to the control group (8.03/10.00), indicating the use of MMPASS improved students’ learning performance in subjects that involve understanding of concepts. While there is a lack of established ITC framework and IT application for Mathematics education in Malaysia, this study has verified the use of ITC improving performance of learning Mathematics in Malaysia.
信息技术能力(ITC)框架改善马来西亚数学的学习经验和学术成就
马来西亚学生的国际学生评估计划(PISA)和国际数学与科学研究趋势(TIMSS)等国际评估普遍报告数学成绩不佳。马来西亚在2012年和2018年的评估中分别排名第52位和第48位,而新加坡、日本、韩国甚至越南一直表现良好,在PISA评估的78个国家中位居榜首。尽管已经为教育引入、开发和实施了许多新技术,但在普遍缺乏的地方,结合IT能力来教授和学习数学。另外,在传统的数学教学内容中学习数学,由于内容枯燥,教师枯燥乏味,无法达到预期的学习效果。因此,本研究旨在设计一个适当的ITC框架,以提高数学学习的学习体验和学术成就。本研究采用分析、设计、开发、实施和评估(ADDIE)的发展模型和Mayer(2010)的认知理论进行多媒体教学内容设计。本研究开发了一个新的多媒体概率与统计系统(MMPASS),用于概率与统计学科。开发的主题是离散随机变量和概率分布函数的概念,这些概念在初步研究中被学生所困惑。对对照组和实验组进行了实验。开发的MMPASS在学习内容中融合了多种有影响力的多媒体元素。采用定量方法和比例分层抽样方法收集数据。实验组使用混合主题,而对照组仅使用现有的学习内容进行学习。课后向两组分发了问卷。66名学生参加了这项调查。然后对收集到的数据进行了分析,形成了国贸中心的模型。研究结果表明,感知系统质量、感知信息内容质量和感知系统绩效作为自变量显著改善了学习体验。研究结果还表明,与对照组(8.03/10.00)相比,实验组的成绩平均得分(9.65/10.00)更高,这表明MMPASS的使用提高了学生在涉及概念理解的科目中的学习成绩。虽然马来西亚缺乏既定的ITC框架和数学教育的IT应用,但本研究验证了ITC的使用提高了马来西亚数学学习成绩。
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来源期刊
Electronic Journal of e-Learning
Electronic Journal of e-Learning EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
5.90
自引率
18.20%
发文量
34
审稿时长
20 weeks
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