Virtual Learning Process Environment: Cohort Analytics for Learning and Learning Processes
Authors: Ayodeji Adesina, Derek Molloy
Abstract:
Traditional higher-education classrooms allow lecturers to observe students- behaviours and responses to a particular pedagogy during learning in a way that can influence changes to the pedagogical approach. Within current e-learning systems it is difficult to perform continuous analysis of the cohort-s behavioural tendency, making real-time pedagogical decisions difficult. This paper presents a Virtual Learning Process Environment (VLPE) based on the Business Process Management (BPM) conceptual framework. Within the VLPE, course designers can model various education pedagogies in the form of learning process workflows using an intuitive flow diagram interface. These diagrams are used to visually track the learning progresses of a cohort of students. This helps assess the effectiveness of the chosen pedagogy, providing the information required to improve course design. A case scenario of a cohort of students is presented and quantitative statistical analysis of their learning process performance is gathered and displayed in realtime using dashboards.
Keywords: Business process management, cohort analytics, learning processes, virtual learning environment.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1062970
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[1] H.T. Hubball and H.D. Burt, "Learning Outcomes and Program-Level Evaluation in a Four-Year Undergraduate Pharmacy Curriculum," In American Journal of Pharmaceutical Education, vol. 71, no. 5, 2007.
[2] G. Corcoran, "Blended learning lead institute," in Proceedings of the Australian Vocational Education and Training Research Association, 2009.
[3] M.J. Matuga, "Electronic pedagogical practice: the art and science of teaching and learning on-line," in Educational Technology and Society, vol. 4, no. 3, pp. 77-84, July 2001.
[4] M. Crossan, H. Lane, R. White. And L. Djurfeldt, "Organizational learning: Dimensions for a theory," in The International Journal of Organizational Analysis, vol. 3, no. 4, pp.337-360, 1995.
[5] M. Dodgson, "Organisational learning: A review of some literature," vol. 14, no. 3, pp.375-394, 1993.
[6] M. Weller, "Virtual learning environments - Using, choosing and developing your VLE," Oxford, UK: Routledge, 2007.
[7] k. Levinsen, and R. Orngreen, "Locating Students' Competencies - A Prerequisite for Collaboration," in Proceedings from 2nd European Conference on e-Learning (ECEL 2003), pp.261-266, Nov. 2003.
[8] J. Hung and K. Zhang, "Revealing online learning behaviors and activity patterns and making predic-tions with data mining techniques in online teaching," Journal of Online Learning and Teaching, vol. 4 no. 4, 2008
[9] T.k. Levinsen, "Collaborative On-Line Teaching: The Inevitable Path to Deep Learning and Knowledge Sharing?" Electronic Journal of elearning, vol. 4, no. 1, pp.41-48, 2006.
[10] N. Nanjiani and T.M. Kelly, "The Business Case for E-Learning," publisher: Cisco Press, Oct. 2004.
[11] C. Neuhauser, "Learning Style and Effectiveness of Online and Face-to- Face Instruction," American Journal of Distance Education, vol.16, no.2, pp.99-113, 2002.
[12] F. Alonso, G. L├│pez, D. Manrique and J. Soriano, "Instructional methodology for elearning content development," in Proceedings of IADIS International Conference e-Society, pp.954-959, July. 2004.
[13] E. K. Kahiigi, L. Ekenberg, H. Hansson, F.F Tusubira, and M. Danielson, "Exploring the e-learning state of art," The Electronic Journal of e-Learning, vol. 6, no. 2, pp.77-88, 2008.
[14] G. Siemens, "Connectivism: a learning theory for the digital age," International Journal of Instructional Technology and Distance Learning, vol. 2, no. 1, pp.7, 2005.
[15] A. Koohang and K. Harman, "Open source: A metaphor for e-learning," Informing Science: The International Journal of an Emerging Transdiscipling, vol. 8, pp.75-86, 2005.
[16] D. Hung and M. Nichani, "Constructivism and e-learning: balancing between the individual and social levels of cognition," Educational Technology, vol. 41, no. 2, pp.40-44, 2001.
[17] D. Hung, "Design principles for web-based learning; implications for vygotskian thought," Educational Technology, vol. 41, no. 3, pp.31-41, 2001.
[18] M. Brown, S. Paewai and G. Suddaby, "The VLE as a Trojan Mouse: Policy, politics and pragmatism," Electronic Journal of e-Learning, vol.8, no. 2, pp.63-72, 2010.
[19] A. Awang-Shuib, A.J. Ali, B. Oii and C. Siang, "Multicultural awareness for better ways of life: a scale validation among Malaysian undergraduate students," 2nd International conference on business and economic research, Mar. 2011.
[20] S. Kesici, I. Sahin and A.O. Akturk, "Akturk, Analysis of cognitive learning strategies computer attitudes, according to college students gender and locus of control," vol. 25, no. 2, pp.529-34, 2009.
[21] P. Bramming, "An argument for strong learning in higher education," Quality in Higher Education, vol. 13, no. 1 pp.45-56, Apr. 2007.
[22] M. Hunter and K. Murray, "New frontiers for student affairs professions: teaching and the first-year experience," New Directions for Student Services, no. 117 pp.25-34, Spr. 2007.
[23] T. Elias, "Learning Analytics: Definitions, Processes, Potential," Retrieved December 2nd, 2011 from http://learninganalytics.net/LearningAnalyticsDefinitionsProcessesPoten tial.pdf
[24] H. Chuang, C. Shen, "A Study on the Applications of Learning Paths Concepts to the Teaching in Elementary School," 8th Intl. Conf. on Intelligent Systems Design and Applications, vol. 2, pp. 543-548, 2008.
[25] S. Dawson, "Seeing the learning community: An exploration of the development of a resource for monitoring online student networking," British Journal of Educational Technology, vol. 41, pp.736-752, 2010.
[26] H. Zhang, K. Almeroth, A. Knight, M. Bulger and R. Mayer, "Moodog: Tracking students' Online Learning Activities," C. Montgomerie and J. Seale (Eds.), in Proceedings of World Conference on Educational Multimedia, Hypermedia & Telecommunications, pp.4415-4422, 2007.
[27] Next Generation Learning Challenges, " Wave 1: Building Blocks for College Completion," Retrieved December 5th, 2011 from http://nextgenlearning.org/sites/default/files/Final_RFP-1.1.pdf
[28] A. Aldazabal, T. Baily, F. Nanclares, C. Hein, A. Sadovykh, M. Esser and T. Ritter, "Automated model driven development processes," in Proceedings of the ECMDA workshop on Model Driven Tool and Process Integration, pp.1-13, 2008.
[29] A. Adesina, D. Molloy, "A Business Process Management based Virtual Learning Environment: The Human Interaction Management System." in Proceedings of the Red-Conference: Rethinking Education in the Knowledge Society, March 2011.
[30] J. Liu, Z. Derzsi, M. Raus and A. Kipp, "eGovernment Project Evaluation: An Integrated Framework," in Proceedings of the 7th international conference on Electronic Government, pp.85-97, 2008.