Motivation in a MOOC: a probabilistic analysis of online learners’ basic psychological needs

被引:0
作者
Tracy L. Durksen
Man-Wai Chu
Zaheen F. Ahmad
Amanda I. Radil
Lia M. Daniels
机构
[1] University of New South Wales,School of Education
[2] University of Calgary,Werklund School of Education
[3] University of Alberta,Department of Computing Science
[4] University of Alberta,Department of Educational Psychology
来源
Social Psychology of Education | 2016年 / 19卷
关键词
Student motivation; Self-determination theory; Online learning; Higher education; Bayesian network analysis; Massive open online course;
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中图分类号
学科分类号
摘要
Self-determination theory (SDT) is one of the most well-known approaches to achievement motivation. However, the three basic psychological needs of SDT have not received equivalent attention in the literature: priority has been given to autonomy, followed by the need for competence, with research into relatedness lacking (Bachman and Stewart in Teach Psychol 38: 180–187, 2011. doi:10.1177/0098628311411798). One new educational setting where relatedness may be particularly important is massive open online courses (MOOCs), which provide unprecedented opportunities for either relatedness or isolation. The purpose of the research was to use Bayesian networks (BN) to establish probabilistic relationships between learners’ basic psychological needs in the context of one MOOC. The majority (59 %) of participants (N = 1037; 50 % female and 50 % male) were under 45 (age range was 18–74 years). This sample represented approximately 88 regions and countries. Participants completed a revised Basic Student Needs Scale (Betoret and Artiga in Electron J Res Educ Psychol 9(2): 463–496, 2011). In order to reveal the best structural understanding of SDT within a MOOC learning environment, analysis of the data involved the development of a BN probabilistic model. The best fitting BN model included autonomy, competence, and relatedness—resulting in a probabilistic accuracy of 77.41 %. Analyses revealed participants with high autonomy had an 80.01 % probability of having a moderate level of competence. Relatedness was distinct from the autonomy and competence relationship. The strong inter-connections between autonomy and competence support existing research. The notion that relatedness may be a distinct need, at least in this context, was supported and warrants future research.
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页码:241 / 260
页数:19
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共 77 条
[11]  
Clarke T(2001)Need satisfaction, motivation, and well-being in the work organizations of a former Eastern Bloc Country: A cross-cultural study of self-determination Personality and Social Psychology Bulletin 27 930-199
[12]  
Cusumano MA(2008)Academic motivation in university: The role of basic psychological needs and identity formation Canadian Psychology 40 189-1491
[13]  
Darwiche A(2014)A Bayesian Network to discover relationships between negative features in sport: A case study of teen players Quality & Quantity 48 1473-196
[14]  
Deci EL(1992)Strengthening the links between educational psychology and the study of social contexts Educational Psychologist 27 177-1805
[15]  
Ryan RM(1993)Employee and supervisor ratings of motivation: Main effects and discrepancies associated with job satisfaction and adjustment in a factory setting Journal of Applied Social Psychology 23 1789-165
[16]  
Deci EL(2012)Teachers’ relatedness with students: An underemphasized aspect of teachers’ basic psychological needs Journal of Educational Psychology 104 150-52
[17]  
Ryan RM(2013)Measuring teacher engagement: The development of the Engaged Teacher Scale (ETS) Frontline Learning Research 1 33-227
[18]  
Gagné M(2013)MOOCs: A systematic study of the published literature 2008–2012 The International Review of Research in Open and Distance Learning 14 202-391
[19]  
Leone DR(2011)Psychological needs, motivation, and well-being: A test of self-determination theory across multiple domains Personality and Individual Differences 50 387-767
[20]  
Usunov J(2010)Person-level relatedness and the incremental value of relating Personality and Social Psychology Bulletin 36 754-19