Learning Analytics Challenges to Overcome in Higher Education Institutions

While a large number of scientific publications explain the development of prototypes or the implementation of case studies in detail, descriptions of the challenges and proper solutions when implementing learning analytics initiatives are rare. In this chapter, we provide a practical tool that can be used to identify risks and challenges that arise when implementing learning analytics (LA) initiatives and discuss how to approach these to find acceptable solutions. In this way, implementers are given the opportunity to handle challenges early on and avoid being surprised at a critical moment in the project, which will save time, resources, and effort. We are aware that all aspects needed to successfully carry out learning analytics initiatives are co-dependent. Nonetheless, we identified and categorized the criteria necessary for implementing successful learning analytics initiatives. We conclude this chapter with an overview of the challenges faced and possible approaches that can be taken to facilitate the successful implementation of learning analytics.

[1]  María Jesús Rodríguez-Triana,et al.  Learning analytics in small-scale teacher-led innovations: Ethical and data privacy issues , 2016 .

[2]  Doug Clow.  An overview of learning analytics , 2013 .

[3]  Sebastián Ventura,et al.  Data mining in education , 2013, WIREs Data Mining Knowl. Discov..

[4]  Rebecca Ferguson,et al.  Learning analytics: drivers, developments and challenges , 2012 .

[5]  Martin Ebner,et al.  De-Identification in Learning Analytics , 2016, J. Learn. Anal..

[6]  Niall Sclater,et al.  Developing a Code of Practice for Learning Analytics , 2016, J. Learn. Anal..

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

[8]  Hendrik Drachsler,et al.  Privacy and analytics: it's a DELICATE issue a checklist for trusted learning analytics , 2016, LAK.

[9]  Dragan Gasevic,et al.  Learning analytics in higher education --- challenges and policies: a review of eight learning analytics policies , 2017, LAK.

[10]  Katrien Verbert,et al.  Involving Stakeholders in Learning Analytics: Opportunity or Threat for Learning Analytics at Scale? , 2018 .

[11]  Niall Sclater,et al.  The Role of a Reference Synthetic Data Generator within the Field of Learning Analytics , 2016, J. Learn. Anal..

[12]  Christina M. Steiner,et al.  LEA in Private: A Privacy and Data Protection Framework for a Learning Analytics Toolbox , 2016 .

[13]  Sjaak Laan,et al.  IT Infrastructure Architecture: Infrastructure building blocks and concepts , 2011 .

[14]  Niall Sclater,et al.  The complexities of developing a personal code of ethics for learning analytics practitioners: implications for institutions and the field , 2018, LAK.

[15]  Peter M. Murray,et al.  The History of Informed Consent. , 1990 .

[16]  Martin Ebner,et al.  Learning Analytics in Higher Education—A Literature Review , 2017 .

[17]  John Patrick Campbell.  Utilizing student data within the course management system to determine undergraduate student academic success: An exploratory study , 2007 .

[18]  Andrew Cormack,et al.  A Data Protection Framework for Learning Analytics , 2016, J. Learn. Anal..

[19]  Paul Prinsloo,et al.  Student Vulnerability, Agency and Learning Analytics: An Exploration , 2016, J. Learn. Anal..

[20]  Martin Ebner,et al.  Lessons Learned when transferring Learning Analytics Interventions across Institutions , 2018 .

[21]  Rebecca Ferguson,et al.  Guest Editorial: Ethics and Privacy in Learning Analytics , 2016, J. Learn. Anal..

[22]  Hendrik Drachsler,et al.  Privacy and Analytics – it’s a DELICATE issue. A Checklist to establish trusted Learning Analytics , 2016 .

[23]  Leah P. Macfadyen,et al.  Embracing Big Data in Complex Educational Systems: The Learning Analytics Imperative and the Policy Challenge. , 2014 .

[24]  Martin Ebner,et al.  Development of a Dashboard for Learning Analytics in Higher Education , 2017, HCI.

[25]  George Siemens,et al.  Let’s not forget: Learning analytics are about learning , 2015 .

[26]  Martin Ebner,et al.  Learning Analytics: Principles and Constraints , 2015 .

[27]  Paul Prinsloo,et al.  Student privacy self-management: implications for learning analytics , 2015, LAK.

[28]  Weiqin Chen,et al.  Privacy-driven Design of Learning Analytics Applications - Exploring the Design Space of Solutions for Data Sharing and Interoperability , 2016, J. Learn. Anal..

[29]  S. Jaramillo,et al.  Adams Becker, S.; Cummins, M.; Davis, A.; Freeman, A.; Hall Giesinger, C.; Ananthanarayanan, V. NMC Horizon Report: 2017 Higher Education Edition. Austin, Texas: The New Media Consortium, 2017 , 2017 .