Educational Data Mining and Problem-Based Learning

This paper considers the use of log data provided by learning management systems when studying whether students obey the problem-based learning (PBL) method. Log analysis turns out to be a valuable tool in measuring the use of the learning material of interest. It gives reliable figures concerning not only the number of use sessions but also the interlocking of various course activities. The longitudinal study based on log analysis makes use of a new software tool, SPY US. Our study concentrates on using log data analysis in improving the PBL method used in learning diagnostic skills with the help of Virtual Patients.

[1]  D. Wood,et al.  ABC of learning and teaching in medicine: Problem based learning , 2003 .

[2]  J. Beck,et al.  An Educational Data Mining Tool to Browse Tutor-Student Interactions : Time Will Tell ! , 2005 .

[3]  Jack Mostow,et al.  A Generic Tool to Browse Tutor-Student Interactions: Time Will Tell! , 2005, AIED.

[4]  Salvatore T. March,et al.  Design and natural science research on information technology , 1995, Decis. Support Syst..

[5]  José-Luis Riera Engaging Pedagogy , 2010 .

[6]  John Bennison,et al.  Association for the Study of Medical Education , 1967 .

[7]  D. Allen,et al.  What is Problem-Based Learning? , 2006 .

[8]  William Rice,et al.  Moodle 1.9 E-Learning Course Development , 2008 .

[9]  Anil K. Jain,et al.  Data clustering: a review , 1999, CSUR.

[10]  Sebastián Ventura,et al.  Educational Data Mining: A Review of the State of the Art , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[11]  Anduela Lile,et al.  Analyzing E-Learning Systems Using Educational Data Mining Techniques , 2011 .

[12]  Rice,et al.  Moodle : E-learning course development : a complete guide to successful learning using Moodle , 2006 .

[13]  C. Hmelo‐Silver Problem-Based Learning: What and How Do Students Learn? , 2004 .

[14]  Chiung-Sui Chang,et al.  A framework of PBL strategy integrated in LMS and a ubiquitous learning environment , 2010, The 6th International Conference on Networked Computing and Advanced Information Management.

[15]  Andrew Burton-Jones,et al.  New Perspectives on the System Usage Construct , 2005 .

[16]  C. V. D. van der Vleuten,et al.  Problem‐based learning: future challenges for educational practice and research , 2005, Medical education.

[17]  Ryan S. Baker,et al.  The State of Educational Data Mining in 2009: A Review and Future Visions. , 2009, EDM 2009.

[18]  Sebastián Ventura,et al.  Data mining in course management systems: Moodle case study and tutorial , 2008, Comput. Educ..

[19]  Riccardo Mazza,et al.  MOCLog – Monitoring Online Courses with log data , 2012 .

[20]  Detmar W. Straub,et al.  Measuring System Usage: Implications for IS Theory Testing , 1995 .

[21]  Jon Urwin Engagement with virtual learning environments : a case study across faculties , 2011 .