Overcoming Challenges to the Adoption of Learning Analytics at the Practitioner Level: A Critical Analysis of 18 Learning Analytics Frameworks

Learning analytics (LA) is a fast-growing field but adoption by teachers remain limited. This paper presents the results of a review of 18 LA frameworks and discusses how they have tried to address...

[1]  Alyssa Friend Wise,et al.  Learning analytics for online discussions: a pedagogical model for intervention with embedded and extracted analytics , 2013, LAK '13.

[2]  Dirk Ifenthaler,et al.  Development and Validation of a Learning Analytics Framework: Two Case Studies Using Support Vector Machines , 2014, Technol. Knowl. Learn..

[3]  Z. Zdráhal,et al.  A large-scale implementation of predictive learning analytics in higher education: the teachers’ role and perspective , 2019, Educational Technology Research and Development.

[4]  Manolis Mavrikis,et al.  Inspiration cards workshops with primary teachers in the early co-design stages of learning analytics , 2020, LAK.

[5]  Cathy Gunn Building an evidence base for teaching and learning design using learning analytics , 2017 .

[6]  Shane Dawson,et al.  Informing Pedagogical Action , 2013 .

[7]  Rebecca Ferguson,et al.  Setting learning analytics in context: overcoming the barriers to large-scale adoption , 2014, LAK '14.

[8]  George Siemens,et al.  Increasing the Impact of Learning Analytics , 2019, LAK.

[9]  R. Whittemore,et al.  The integrative review: updated methodology. , 2005, Journal of advanced nursing.

[10]  P. Prinsloo,et al.  Learning Analytics , 2013 .

[11]  Davinia Hernández Leo,et al.  Analytics for learning design: A layered framework and tools , 2018, Br. J. Educ. Technol..

[12]  S. A. Becker,et al.  NMC Horizon Report: 2016 Higher Education Edition , 2015 .

[13]  Cristina Conati,et al.  Driving data storytelling from learning design , 2018, LAK.

[14]  Erik Duval,et al.  Interactive surfaces and learning analytics: data, orchestration aspects, pedagogical uses and challenges , 2016, LAK.

[15]  D. Gašević,et al.  Empowering learners with personalised learning approaches? Agency, equity and transparency in the context of learning analytics , 2019, Assessment & Evaluation in Higher Education.

[16]  Heinz Ulrich Hoppe,et al.  Classroom orchestration: Synthesis , 2013, Comput. Educ..

[17]  Barbara Wasson,et al.  Editorial: Learning design, teacher inquiry into student learning and learning analytics: A call for action , 2015, Br. J. Educ. Technol..

[18]  Davinia Hernández Leo,et al.  Involving teachers in learning analytics design: lessons learned from two case studies , 2020, LAK.

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

[20]  George Siemens,et al.  Learning Analytics , 2013 .

[21]  Linda Corrin,et al.  A conceptual framework linking learning design with learning analytics , 2016, LAK.

[22]  George Siemens,et al.  Penetrating the fog: analytics in learning and education , 2014 .

[23]  Barbara Wasson,et al.  Grand Challenge Problem 11: Empowering Teachers with Student Data , 2016 .

[24]  Lynne D. Roberts,et al.  Are We on Our Way to Becoming a “Helicopter University”? Academics’ Views on Learning Analytics , 2018, Technol. Knowl. Learn..

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

[26]  Anders I. Mørch,et al.  Combining Checkpoint and Process Learning Analytics to Support Learning Design Decisions in Blended Learning Environments , 2020 .

[27]  Martin Ebner,et al.  Learning Analytics: From Theory to Practice - Data Support for Learning and Teaching , 2014, CAA.

[28]  Donatella Persico,et al.  Informing learning design with learning analytics to improve teacher inquiry , 2015, Br. J. Educ. Technol..

[29]  Erik Duval,et al.  Learning Analytics Dashboard Applications , 2013 .

[30]  Karen Littleton,et al.  Epistemology, Assessment, Pedagogy: Where Learning Meets Analytics in the Middle Space , 2014, J. Learn. Anal..

[31]  Alyssa Friend Wise,et al.  Learning analytics implementation design , 2017 .