Book Chapter10.1007/978-3-030-14610-8_9
Networked Learning Analytics: A Theoretically Informed Methodology for Analytics of Collaborative Learning
Carmel Kent,Amit Rechavi,Sheizaf Rafaeli +2 more
- 01 Jan 2019
- pp 145-175
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TL;DR: This chapter proposes perceiving social learning through the lens of interaction networks between learners and content, and demonstrates the harnessing of digital traces of online discussions to the assessment of social learning, at both the individual and the group levels.
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Abstract: Online social learning is a prevalent pedagogical tool, enabling learners across all ages and cultures to learn together. Educators, policy-makers, and international organizations such as the Organization for Economic Cooperation and Development (OECD) stress the need to assess collaborative learning systematically. However, the systematic assessment of large online groups’ collaboration is still in its infancy. In this chapter, we suggest perceiving social learning through the lens of interaction networks between learners and content. Based on well-accepted learning theories, we demonstrate the harnessing of digital traces of online discussions to the assessment of social learning, at both the individual and the group levels. Practically, our contribution is to suggest a network analysis point of view for the assessment of the performance and design of learning communities. Our proposed methodology can be used by instructors to open-up the black box of collaborative learning, to be able to equip learners with twenty-first-century skill-set.
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Citations
Exploring Conditions for Enhancing Critical Thinking in Networked Learning: Findings from a Secondary School Learning Analytics Environment
TL;DR: In this article, a learning analytics networked learning environment was designed and 264 secondary three students participated in the 10-week long intervention as part of their English curriculum, and individual and collective social network metrics, critical reading scores, and self-reported survey data were used to quantitatively evaluate students' critical reading performance in relation to their participation in network learning.
Creativity Is Connecting Things: The Role of Network Topology in Fostering Collective Creativity in Multi-Participant Asynchronous Online Discussions.
Noa Sher,Carmel Kent,Sheizaf Rafaeli +2 more
- 01 Jan 2020
TL;DR: The ability to connect posts in a non-sequential manner ("cross-linking") is suggested as the basis for the formation of emergent community-structures within the content, which reflect collectively constructed novel combinations.
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Cacophony of Networks in Learning Analytics
01 Jan 2022
TL;DR: In this paper , the authors describe the diversity of empirical research using network analysis as a cacophony of network approaches, and argue that the clarity of network definitions, hypotheses about network formation, and examination of the validity of individual-level measures are essential for coherent empirical insights and indicators.
Analytics for Informal Learning in Social Media
Takiora Ingram
- 01 Jan 2022
TL;DR: In this paper , the authors address how learning in social media aligns with informal learning as learner-led and conversation-based; how participation is essential, but also nuanced, including stages of learning how to join the community, and partial participation as each medium complements learning in an overall personal network; and how conversational interaction builds the social learning network.
Why Birds of a Feather Flock Together: Factors Triaging Students in Online Forums
Oleksandra Poquet
- 12 Apr 2021
TL;DR: In this article, the authors examined the role of organizing factors in the formation of similarity patterns in online university forums, using four-year of forum interaction data of a university cohort, and found that similarity between students interacting online is shaped by implications of the course design on individual student behaviour, less so by social processes of selection.
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