Activating learning at scale: A review of innovations in online learning strategies

被引:81
作者
Davis, Dan [1 ]
Chen, Guanliang [1 ]
Hauff, Claudia [1 ]
Houben, Geert-Jan [1 ]
机构
[1] Delft Univ Technol, Mekelweg 4, NL-2628 CD Delft, Netherlands
关键词
Teaching/learning strategies; Adult learning; Evaluation of CAL systems; Interactive learning environments; Multimedia/hypermedia systems; KNOWLEDGE ACQUISITION; STUDENT PERFORMANCE; RETRIEVAL PRACTICE; FEEDBACK; IMPACT; ATTENTION; EXAMPLES; GAMES; LEADERBOARDS; EXPLANATIONS;
D O I
10.1016/j.compedu.2018.05.019
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Taking advantage of the vast history of theoretical and empirical findings in the learning literature we have inherited, this research offers a synthesis of prior findings in the domain of empirically evaluated active learning strategies in digital learning environments. The primary concern of the present study is to evaluate these findings with an eye towards scalable learning. Massive Open Online Courses (MOOCs) have emerged as the new way to reach the masses with educational materials, but so far they have failed to maintain learners' attention over the long term. Even though we now understand how effective active learning principles are for learners, the current landscape of MOOC pedagogy too often allows for passivity leading to the unsatisfactory performance experienced by many MOOC learners today. As a starting point to this research we took John Hattie's seminal work from 2008 on learning strategies used to facilitate active learning. We considered research published between 2009 and 2017 that presents empirical evaluations of these learning strategies. Through our systematic search we found 126 papers meeting our criteria and categorized them according to Hattie's learning strategies. We found large-scale experiments to be the most challenging environment for experimentation due to their size, heterogeneity of participants, and platform restrictions, and we identified the three most promising strategies for effectively leveraging learning at scale as Cooperative Learning, Simulations & Gaming, and Interactive Multimedia.
引用
收藏
页码:327 / 344
页数:18
相关论文
共 143 条
[41]  
Davis D., 2017, LAK
[42]   Retrieval Practice and Study Planning in MOOCs: Exploring Classroom-Based Self-regulated Learning Strategies at Scale [J].
Davis, Dan ;
Chen, Guanliang ;
van der Zee, Tim ;
Hauff, Claudia ;
Houben, Geert-Jan .
ADAPTIVE AND ADAPTABLE LEARNING, EC-TEL 2016, 2016, 9891 :57-71
[43]   The impact of an innovative instructional intervention on the acquisition of oral presentation skills in higher education [J].
De Grez, Luc ;
Valcke, Martin ;
Roozen, Irene .
COMPUTERS & EDUCATION, 2009, 53 (01) :112-120
[44]   Learning by generating vs. receiving instructional explanations: Two approaches to enhance attention cueing in animations [J].
de Koning, Bjorn B. ;
Tabbers, Huib K. ;
Rikers, Remy M. J. P. ;
Paas, Fred .
COMPUTERS & EDUCATION, 2010, 55 (02) :681-691
[45]  
Dearman David., 2012, P SIGCHI C HUMAN FAC, P1391
[46]  
Dodge B., 2015, P 5 INT C LEARN AN K, P412
[47]  
Eagle M., 2013, Proceedings of the 6th International Conference on Educational Data Mining, P372
[48]   Digital game-based learning: Impact of instructions and feedback on motivation and learning effectiveness [J].
Erhel, S. ;
Jamet, E. .
COMPUTERS & EDUCATION, 2013, 67 :156-167
[49]   Supporting Computer Science Curriculum: Exploring and Learning Linked Lists with iList [J].
Fossati, Davide ;
Di Eugenio, Barbara ;
Brown, Christopher W. ;
Ohlsson, Stellan ;
Cosejo, David G. ;
Chen, Lin .
IEEE TRANSACTIONS ON LEARNING TECHNOLOGIES, 2009, 2 (02) :107-120
[50]   Active learning increases student performance in science, engineering, and mathematics [J].
Freeman, Scott ;
Eddy, Sarah L. ;
McDonough, Miles ;
Smith, Michelle K. ;
Okoroafor, Nnadozie ;
Jordt, Hannah ;
Wenderoth, Mary Pat .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2014, 111 (23) :8410-8415