Applying and Evaluating Visualization Design Guidelines for a MOOC Dashboard to Facilitate Self-Regulated Learning Based on Learning Analytics

被引:3
作者
Cha, Hyun-Jin [1 ]
Park, Taejung [2 ]
机构
[1] Dankook Univ, Sch Gen Educ, 119 Dandae Ro, Cheonan Si 31116, Chungnam, South Korea
[2] Kyonggi Univ, Coll Liberal Arts & Interdisciplinary Studies, 154-42 Gwanggyosan Ro, Suwon 16227, Gyeonggi Do, South Korea
来源
KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS | 2019年 / 13卷 / 06期
关键词
MOOCs; Self-Regulated Learning; Learning Analytics; Design Guidelines; STRATEGIES; LEARNERS;
D O I
10.3837/tiis.2019.06.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the help of learning analytics, MOOCs have wider potential to succeed in learning through promoting self-regulated learning (SRL). The current study aims to apply and validate visualization design guidelines for a MOOC dashboard to enhance such SRL capabilities based on learning analytics. To achieve the research objective, a MOOC dashboard prototype, LM-Dashboard, was designed and developed, reflecting the visualization design guidelines to promote SRL. Then, both expert and learner participants evaluated LM-Dashboard through iterations to validate the visualization design guidelines and perceived SRL effectiveness. The results of expert and learner evaluations indicated that most of the visualization design guidelines on LM-Dashboard were valid and some perceived SRL aspects such as monitoring a student's learning progress and assessing their achievements with time management were beneficial. However, some features on LM-Dashboard should be improved to enhance SRL aspects related to achieving their learning goals with persistence. The findings suggest that it is necessary to offer appropriate feedback or tips as well as to visualize learner behaviors and activities in an intuitive and efficient way for the successful cycle of SRL. Consequently, this study contributes to establishing a basis for the visual design of a MOOC dashboard for optimizing each learner's SRL.
引用
收藏
页码:2799 / 2823
页数:25
相关论文
共 57 条
[1]   A qualitative evaluation of evolution of a learning analytics tool [J].
Ali, Liaqat ;
Hatala, Marek ;
Gasevic, Dragan ;
Jovanovic, Jelena .
COMPUTERS & EDUCATION, 2012, 58 (01) :470-489
[2]   Postgraduate Digital Badges in Higher Education: Transforming Advanced Programs Using Authentic Online Instruction and Assessment to Meet the Demands of a Global Marketplace [J].
Anderson, David M. ;
Staub, Selva .
WORLD CONFERENCE ON TECHNOLOGY, INNOVATION AND ENTREPRENEURSHIP, 2015, :18-23
[3]  
Anderson T, 2008, THEORY AND PRACTICE OF ONLINE LEARNING, 2ND EDITION, P1
[4]  
[Anonymous], 2013, International handbook of metacognition and learning technologies, DOI DOI 10.1007/978-1-4419-5546-312
[5]  
[Anonymous], 2015, SSRN ELECT J, DOI 10.2139/SSRN.2586847
[6]   Exploring the complex relations between achievement emotions and self-regulated learning behaviors in online learning [J].
Artino, Anthony R., Jr. ;
Jones, Kenneth D., II .
INTERNET AND HIGHER EDUCATION, 2012, 15 (03) :170-175
[7]   Why is externally-facilitated regulated learning more effective than self-regulated learning with hypermedia? [J].
Azevedo, Roger ;
Moos, Daniel C. ;
Greene, Jeffrey A. ;
Winters, Fielding I. ;
Crornley, Jennifer G. .
ETR&D-EDUCATIONAL TECHNOLOGY RESEARCH AND DEVELOPMENT, 2008, 56 (01) :45-72
[8]   Extending self-regulated learning to include self-regulated emotion strategies [J].
Ben-Eliyahu, Adar ;
Linnenbrink-Garcia, Lisa .
MOTIVATION AND EMOTION, 2013, 37 (03) :558-573
[9]  
Boekaerts M., 1999, International Journal of Educational Research, V31, P445, DOI DOI 10.1016/S0883-0355(99)00014-2
[10]   Self-regulated learning strategies & academic achievement in online higher education learning environments: A systematic review [J].
Broadbent, J. ;
Poon, W. L. .
INTERNET AND HIGHER EDUCATION, 2015, 27 :1-13