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Autor/inn/enFincham, Ed; Gaševic, Dragan; Pardo, Abelardo
TitelFrom Social Ties to Network Processes: Do Tie Definitions Matter?
QuelleIn: Journal of Learning Analytics, 5 (2018) 2, S.9-28 (20 Seiten)Infoseite zur Zeitschrift
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ZusatzinformationORCID (Fincham, Ed)
ORCID (Gaševic, Dragan)
ORCID (Pardo, Abelardo)
Spracheenglisch
Dokumenttypgedruckt; online; Zeitschriftenaufsatz
ISSN1929-7750
SchlagwörterSocial Networks; Data Analysis; Academic Achievement; Correlation; Educational Technology; Consciousness Raising; Network Analysis; Online Courses; Computer Mediated Communication; Graphs; Definitions
AbstractThe widespread adoption of digital e-learning environments and other learning technology has provided researchers with ready access to large quantities of data. Much of this data comes from discussion forums and has been studied with analytical methods drawn from social network analysis. However, within this large body of research there exists considerable variation in the definition of what constitutes a social tie, and the consequences of this choice are rarely described or examined. This paper presents findings from two distinct learning environments regarding different social tie extraction methods and their influence on the structural and statistical properties of the induced networks, and the association between measures of centrality and academic performance. Our findings indicate that social tie definitions play an important role in shaping the results of our analyses. The primary purpose of this paper is to raise awareness of the consequences that such methodological choices may have, and to promote transparency in future research. (As Provided).
AnmerkungenSociety for Learning Analytics Research. 121 Pointe Marsan, Beaumont, AB T4X 0A2, Canada. Tel: +61-429-920-838; e-mail: info@solaresearch.org; Web site: http://learning-analytics.info/journals/index.php/JLA/
Erfasst vonERIC (Education Resources Information Center), Washington, DC
Update2020/1/01
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