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University of Missouri--Columbia

Using collaborative filtering based recommendations to promote the social nature of online learning

Abstract

dc:description.abstract

[ACCESS RESTRICTED TO THE UNIVERSITY OF MISSOURI-COLUMBIA AT AUTHOR'S REQUEST.] Despite the supporting literature on the social nature of learning (Vygotsky, 1978; Bandura, 1977; Wenger, 1998), the online teaching environments at many of our colleges and universities still do not fully embraced the importance of social interactions in regards to learning. In response to this problem the Reid Activity Recommendation (REACTIR) mechanism was created to enhance the social nature of online learning within three course sites at a large Midwestern university. Leveraging the Tsai et al. (2008) framework for exploring the social nature of online learning, the REACTIR mechanism was designed to specifically impact the constructs of social ability, technology acceptance, and course usage. The results concluded that none of the major constructs of the social nature of online learning were impacted by the current REACTIR design. However, the quantitative findings did reveal that REACTIR positively impacted peer social presence in the larger course in the study, especially for individuals with low course usage. Additionally, almost 41% of the participants indicated that the REACTIR mechanism was at least somewhat useful. Finally, the qualitative analysis concluded that the attributes of the learning environment, as well as individual learner characteristics (e.g. student approach to learning) may play key roles in a course activity recommendation system and should be considered in future designs.

Degree

thesis:*
Name thesis:degree_name
Ph. D.
Level thesis:degree_level
Doctoral
Discipline thesis:degree_discipline
Information science and learning technologies (MU)
Grantor dc:publisher
University of Missouri--Columbia
Year dc:date.issued
2012

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Reid, David H.
Advisor dc:contributor.advisor
  • Laffey, James M. (James Michael), 1949-

Subjects

dc:subject × 3

Rights

dc:rights
Statement dc:rights
  • Access to files is limited to the University of Missouri--Columbia with SSO login.
Language dc:language.iso
eng, English

Identifiers

dc:identifier.*
OAI identifier oai:identifier
oai:mospace.umsystem.edu:10355/33236

Chain of custody

source
Harvested from
University of Missouri
Base URL
mospace.umsystem.edu/oai/request
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
citation

Reid, David H.. Using collaborative filtering based recommendations to promote the social nature of online learning. Doctoral thesis, University of Missouri--Columbia, 2012. https://hdl.handle.net/10355/33236