Towards triggering higher-order thinking behaviors in MOOCs

@article{Wang2016TowardsTH,
  title={Towards triggering higher-order thinking behaviors in MOOCs},
  author={Xu Wang and Miaomiao Wen and Carolyn Penstein Ros{\'e}},
  journal={Proceedings of the Sixth International Conference on Learning Analytics \& Knowledge},
  year={2016}
}
  • Xu Wang, Miaomiao Wen, C. Rosé
  • Published 25 April 2016
  • Psychology
  • Proceedings of the Sixth International Conference on Learning Analytics & Knowledge
With the aim of better scaffolding discussion to improve learning in a MOOC context, this work investigates what kinds of discussion behaviors contribute to learning. We explored whether engaging in higher-order thinking behaviors results in more learning than paying general or focused attention to course materials. In order to evaluate whether to attribute the effect to engagement in the associated behaviors versus persistent characteristics of the students, we adopted two approaches. First… 

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References

SHOWING 1-10 OF 30 REFERENCES
Investigating How Student's Cognitive Behavior in MOOC Discussion Forum Affect Learning Gains
TLDR
A content analysis approach is adopted to analyze students’ cognitively relevant behaviors in a MOOC discussion forum and further explore the relationship between the quantity and quality of that participation with their learning gains.
The ICAP Framework: Linking Cognitive Engagement to Active Learning Outcomes
This article describes the ICAP framework that defines cognitive engagement activities on the basis of students’ overt behaviors and proposes that engagement behaviors can be categorized and
Deconstructing disengagement: analyzing learner subpopulations in massive open online courses
TLDR
A simple, scalable, and informative classification method is presented that identifies a small number of longitudinal engagement trajectories in MOOCs and compares learners in each trajectory and course across demographics, forum participation, video access, and reports of overall experience.
Different Strokes for Different Folks: How Individual Interest Moderates the Effects of Situational Factors on Task Interest.
Individual interest was examined as a moderator of effects of situational factors designed to catch and hold task interest. In Study 1, 96 college students learned a math technique with materials
Interaction and cognitive engagement: An analysis of four asynchronous online discussions
TLDR
By combining methods of social network analysis with qualitative content analysis, the article explores new methodologies for analyzing participation, interaction, and learning that take place online, and suggests areas for research in learning and teaching online.
Examining engagement: analysing learner subpopulations in massive open online courses (MOOCs)
TLDR
Engagement patterns on four FutureLearn MOOCs are analysed and it is found that seven distinct patterns of engagement are seen: Samplers, Strong Starters, Returners, Mid-way Dropouts, Nearly There, Late Completers and Keen Completer.
Restructuring the Classroom: Conditions for Productive Small Groups
Moving beyond the general question of effectiveness of small group learning, this conceptual review proposes conditions under which the use of small groups in classrooms can be productive. Included
Learning about Social Learning in MOOCs: From Statistical Analysis to Generative Model
TLDR
A unified generative model is proposed for the discussion threads, which allows for efficient thread classifiers and to design an effective algorithm for ranking thread relevance, which is compared against two baselines using human evaluation from Amazon Mechanical Turk.
Engaging with massive online courses
TLDR
A taxonomy of individual behavior is developed, a large-scale deployment of badges as incentives for engagement in a MOOC is reported on, and it is found that making badges more salient produced increases in forum engagement.
Learning is Not a Spectator Sport: Doing is Better than Watching for Learning from a MOOC
TLDR
It is found that students doing more activities learn more than students watching more videos or reading more pages in MOOCs, and the learning benefit from extra doing is estimated to be more than six times that of extra watching or reading.
...
...