Garg, Aashna and Paepcke, Andreas (2017) Supporting the Encouragement of Forum Participation. In: THE 10th INTERNATIONAL CONFERENCE ON EDUCATIONAL DATA MINING EDM 2017, June 25-28, 2017, Wuhan, China.
|PDF - Accepted Version|
We analyze the forum contribution rates during forty oﬀerings of 12 college courses reaching back to 2011. The goal is to identify moments during the quarter when encouragement for passive students might be timely. We started with a social graph model of each forum archive. From those models we computed weighted out degrees, and page ranks for each student. The out degrees reﬂect the number of posts a student contributes. We performed change point analyses through bootstrap procedures over the CUSUM data of these post contributions through each quarter. We thereby identiﬁed signiﬁcant week by week changes in the rate at which the top ten percent of forum contributors post messages. We hypothesize that such change points might be appropriate encouragement opportunities, and we ﬁnd that sudden rate shifts do occur along regular patterns, primarily in science and engineering courses. We propose and demonstrate the use of control charts to monitor forum traﬃc, and show how the historic data can be used to provide personalized encouragement messages.
|Item Type:||Conference or Workshop Item (Paper)|
|Deposited By:||Andreas Paepcke|
|Deposited On:||13 Apr 2017 09:45|
|Last Modified:||25 May 2017 11:58|
Available Versions of this Item
- Supporting the Encouragement of Forum Participation. (deposited 13 Apr 2017 09:45) [Currently Displayed]
Repository Staff Only: item control page