First steps of learning analytics in a blended learning general practice curriculum at Saarland University - a quantitative approach.

IF 1.5 Q2 EDUCATION, SCIENTIFIC DISCIPLINES
GMS Journal for Medical Education Pub Date : 2023-11-15 eCollection Date: 2023-01-01 DOI:10.3205/zma001653
Helene Junge, Kerstin Schuster, Aline Salzmann, Sara Volz-Willems, Johannes Jäger, Fabian Dupont
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引用次数: 0

Abstract

Objectives: Medical education has been revolutionized by the growing importance of digital learning. Little is known about students' online study behaviour and its relationship with exam performance. This quantitative study analyses and describes students' digital learning behaviours in a blended learning curriculum for General practice at Saarland University, Germany. It also examines the relationship between digital learning behaviour and exam performance.

Methods: Cohort and individualized AMBOSS® user data from 195 students at Saarland University was analysed quantitatively. Performance in course-specific multiple-choice question sessions and user data of the integrated online learning activities were correlated with each other and with General practice exam grades. Anonymized data from 10,534 students from 35 other German universities served as the reference cohort. Differences in digital learning behaviour between the groups were calculated using Mann-Whitney-U-Test for non-normally distributed data.

Results: Students in the blended learning course used integrated content more frequently than the reference cohort (U=48777, p<0.001). The number of digital learning cards read correlated moderately with digital formative assessment performance (ρ=0.331, p=0.005 and ρ=0.217, p=0.034). Formative assessment scores and exam results correlated strongly in the summer semester cohort (ρ=0.505, p<0.001), and moderately in the winter semester cohort (ρ=0.381, p<0.001).

Conclusion: There is a difference in the usage of online learning activities when they are purposefully integrated into a curriculum. Digital learning activities including formative assessment may serve as valuable, constructively aligned exam preparation. This is relevant for medical educators when planning future blended learning curricula and portfolio systems, as it may save financial and human resources.

萨尔州大学混合学习全科课程中学习分析的第一步--定量方法。
目的:随着数字化学习的重要性日益凸显,医学教育也发生了翻天覆地的变化。人们对学生的在线学习行为及其与考试成绩的关系知之甚少。这项定量研究分析并描述了德国萨尔州大学全科医学混合学习课程中学生的数字化学习行为,并研究了数字化学习行为与考试成绩之间的关系。它还研究了数字化学习行为与考试成绩之间的关系:方法:对萨尔州大学 195 名学生的 AMBOSS® 用户群体和个性化数据进行了定量分析。课程特定选择题的成绩和综合在线学习活动的用户数据相互关联,并与综合实践考试成绩相关联。来自其他 35 所德国大学的 10,534 名学生的匿名数据作为参考群组。对于非正态分布数据,采用曼-惠特尼-U-检验法计算各组间数字化学习行为的差异:结果:混合式学习课程的学生比参照组学生更频繁地使用集成内容(U=48777,p):当在线学习活动被有目的地整合到课程中时,其使用率是不同的。包括形成性评估在内的数字化学习活动可以作为有价值的、建设性的考试准备活动。这与医学教育者在规划未来的混合式学习课程和组合系统时息息相关,因为这可以节省财力和人力资源。
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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来源期刊
GMS Journal for Medical Education
GMS Journal for Medical Education EDUCATION, SCIENTIFIC DISCIPLINES-
CiteScore
3.40
自引率
12.50%
发文量
30
审稿时长
25 weeks
期刊介绍: GMS Journal for Medical Education (GMS J Med Educ) – formerly GMS Zeitschrift für Medizinische Ausbildung – publishes scientific articles on all aspects of undergraduate and graduate education in medicine, dentistry, veterinary medicine, pharmacy and other health professions. Research and review articles, project reports, short communications as well as discussion papers and comments may be submitted. There is a special focus on empirical studies which are methodologically sound and lead to results that are relevant beyond the respective institution, profession or country. Please feel free to submit qualitative as well as quantitative studies. We especially welcome submissions by students. It is the mission of GMS Journal for Medical Education to contribute to furthering scientific knowledge in the German-speaking countries as well as internationally and thus to foster the improvement of teaching and learning and to build an evidence base for undergraduate and graduate education. To this end, the journal has set up an editorial board with international experts. All manuscripts submitted are subjected to a clearly structured peer review process. All articles are published bilingually in English and German and are available with unrestricted open access. Thus, GMS Journal for Medical Education is available to a broad international readership. GMS Journal for Medical Education is published as an unrestricted open access journal with at least four issues per year. In addition, special issues on current topics in medical education research are also published. Until 2015 the journal was published under its German name GMS Zeitschrift für Medizinische Ausbildung. By changing its name to GMS Journal for Medical Education, we wish to underline our international mission.
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