TY - JOUR
T1 - Forum posts, communication patterns, and relational structures
T2 - A multi-level view of discussions in online courses
AU - Poquet, Oleksandra
AU - Trenholm, Sven
AU - Santolini, Marc
N1 - Publisher Copyright:
© 2023, The Author(s).
PY - 2023
Y1 - 2023
N2 - Interpersonal online interactions are key to digital learning pedagogies and student experiences. Researchers use learner log and text data collected by technologies that mediate learner interactions online to provide indicators about interpersonal interactions. However, analytical approaches used to derive these indicators face conceptual, methodological, and practical challenges. Existing analytical approaches are not well aligned with the theories of digital learning, lack rigor, and are not easily replicable. To address these challenges, we put forward a multi-level framework linking indicators of individual posting with group-level communication and emergent relational structures. We exemplify the use of the framework by analyzing twenty online and blended courses. Empirical insights demonstrate how indicators at these three levels relate to each other and to potential instructor decisions. Our conclusion highlights current gaps in the framework and the areas for future work.
AB - Interpersonal online interactions are key to digital learning pedagogies and student experiences. Researchers use learner log and text data collected by technologies that mediate learner interactions online to provide indicators about interpersonal interactions. However, analytical approaches used to derive these indicators face conceptual, methodological, and practical challenges. Existing analytical approaches are not well aligned with the theories of digital learning, lack rigor, and are not easily replicable. To address these challenges, we put forward a multi-level framework linking indicators of individual posting with group-level communication and emergent relational structures. We exemplify the use of the framework by analyzing twenty online and blended courses. Empirical insights demonstrate how indicators at these three levels relate to each other and to potential instructor decisions. Our conclusion highlights current gaps in the framework and the areas for future work.
KW - Communication patterns
KW - Learner relationships
KW - Learning analytics
KW - Online communication
KW - Online posting activity
KW - Social networks
UR - http://www.scopus.com/inward/record.url?scp=85163589715&partnerID=8YFLogxK
U2 - 10.1007/s11423-023-10262-9
DO - 10.1007/s11423-023-10262-9
M3 - Article
AN - SCOPUS:85163589715
SN - 1042-1629
VL - 72
SP - 2655
EP - 2678
JO - Educational Technology Research and Development
JF - Educational Technology Research and Development
IS - 5
ER -