Explaining Learning Performance Using Response-Time, Self-Regulation and Satisfaction from Content: An fsQCA Approach

被引:20
作者
Papamitsiou, Zacharoula [1 ]
Economides, Anastasios A. [1 ]
Pappas, Ilias O. [2 ]
Giannakos, Michail N. [2 ]
机构
[1] Univ Macedonia, Informat Syst Program, 156 Egnatia Ave, Thessaloniki 54621, Greece
[2] Norwegian Univ Sci & Technol, Dept Comp Sci, Sem Saelands Vei 7-9, N-7491 Trondheim, Norway
来源
PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON LEARNING ANALYTICS & KNOWLEDGE (LAK'18): TOWARDS USER-CENTRED LEARNING ANALYTICS | 2018年
基金
欧盟地平线“2020”;
关键词
Fuzzy set qualitative comparative analysis; configurations; response-time; self-regulation; satisfaction from content; TEST-TAKING EFFORT; EXAMINEE; ACHIEVEMENT; MOTIVATION; EFFICACY; BEHAVIOR;
D O I
10.1145/3170358.3170397
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This study focuses on compiling students' response-time allocated to answer correctly or wrongly, their self-regulation, as well as their satisfaction from content, in order to explain high or medium/low learning performance. To this end, it proposes a conceptual model in conjunction with research propositions. For the evaluation of the approach, an empirical study with 452 students was conducted. The fuzzy set qualitative comparative analysis (fsQCA) revealed five configurations driven by the admitted factors that explain students' high performance, as well as five additional patterns, interpreting students' medium/low performance. These findings advance our understanding of the relations between actual usage and latent behavioral factors, as well as their combined effect on students' test score. Limitations and potential implications of these findings are also discussed.
引用
收藏
页码:181 / 190
页数:10
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