Using process mining to analyze students' quiz-taking behavior patterns in a learning management system

作者:

Highlights:

• Process-centric approach to analyze student behavior in Moodle were employed.

• Students' behavior and interaction patterns in quiz-based activities were studied.

• Standard and non-standard behavior were identified using process mining.

• Four different behavior patterns were identified.

摘要

•Process-centric approach to analyze student behavior in Moodle were employed.•Students' behavior and interaction patterns in quiz-based activities were studied.•Standard and non-standard behavior were identified using process mining.•Four different behavior patterns were identified.

论文关键词:Educational data mining,Learning analytics,Process mining,Quiz-taking behavior,Student interaction analysis,Learning management system

论文评审过程:Received 8 February 2017, Revised 19 September 2017, Accepted 9 December 2017, Available online 16 December 2017, Version of Record 18 January 2019.

论文官网地址:https://doi.org/10.1016/j.chb.2017.12.015