Learning Analytics: From Theory to Practice - Data Support for Learning and Teaching

Much has been written lately about the potential of Learning Analytics for improving learning and teaching. Nevertheless, most of the contributions to date are concentrating on the abstract theoretical or algorithmic level, or, deal with academic efficiencies like teachers’ grading habits. This paper wants to focus on the value that Learning Analytics brings to pedagogic interventions and feedback for reflection. We first analyse what Learning Analytics has to offer in this respect, and, then, present a practical use case of applied Learning Analytics for didactic support in primary school Arithmetic.

[1]  Marek Hatala,et al.  Factors influencing beliefs for adoption of a learning analytics tool: An empirical study , 2013, Comput. Educ..

[2]  Rebecca Ferguson,et al.  Social Learning Analytics , 2012, J. Educ. Technol. Soc..

[3]  Martin Ebner,et al.  New Features for eLearning in Higher Education for Civil Engineering , 2005 .

[4]  Charles Oppenheim,et al.  Legal, Risk and Ethical Aspects of Analytics in Higher Education , 2012 .

[5]  Martin Ebner,et al.  On using markov chain to evidence the learning structures and difficulty levels of one digit multiplication , 2014, LAK '14.

[6]  Martin Ebner,et al.  It's just about learning the multiplication table , 2012, LAK.

[7]  Charalambos Vrasidas,et al.  Proceedings of World Conference on Educational Multimedia, Hypermedia and Telecommunications , 2008 .

[8]  Hendrik Drachsler,et al.  Translating Learning into Numbers: A Generic Framework for Learning Analytics , 2012, J. Educ. Technol. Soc..

[9]  Ulrik Schroeder,et al.  A reference model for learning analytics , 2012 .

[10]  E. Duval Attention please!: learning analytics for visualization and recommendation , 2011, LAK.

[11]  Lori Lockyer,et al.  Building a data governance model for learning analytics , 2012, LAK '12.

[12]  Norm Friesen Learning Analytics: Readiness and Rewards , 2013 .

[13]  Martin Ebner,et al.  “Architecture Students Hate Twitter and Love Dropbox” or Does the Field of Study Correlates with Web 2.0 Behavior? , 2013 .

[14]  Yannis Psaromiligkos,et al.  Towards Networked Learning Analytics - A concept and a tool , 2006 .

[15]  Hélène Fournier,et al.  The value of learning analytics to networked learning on a personal learning environment , 2011, LAK.

[16]  Martin Ebner,et al.  The Facebook Generation Boon or Bane for E-Learning at Universities? , 2011 .

[17]  Hendrik Drachsler,et al.  The pulse of learning analytics understandings and expectations from the stakeholders , 2012, LAK.

[18]  Tanya Elias,et al.  Learning Analytics: Definitions, Processes and Potential , 2011 .

[19]  Martin Ebner,et al.  Teachers Little Helper: Multi-Math-Coach. , 2013 .

[20]  Martin Ebner,et al.  Learning Analytics in basic math education – first results from the field , 2014 .