Methodological Issues in Learning Analytics: Critical Insights and Reflections

By Professor Mark Brown

This brief opinion paper raises a number of conceptual and methodological issues associated with attempts to evaluate institutional initiatives in the area of learning analytics. It frames the discussion around three recent works that invite a more critical reading of learning analytics research and the potential of interventions and data-driven decisions for successful, sustainable and scalable impact on an institution-wide basis.

Firstly, the emerging field of Learning Analytics would benefit from more critical engagement with some of the points raised by Paul Kirschner (2016) in his keynote at the 6th International Conference on Learning Analytics and Knowledge (LAK16). More specifically, Kirschner warns that naïve understandings of learning and narrow conceptions of learning analytics may potentially do a lot of harm.

digital-388075_960_720More recently Kirschner and Neelen (2017) argue that many so-called learning analytics initiatives: (i) view education as a simple process that is easily modelled; (ii) base decisions and interventions on data rich but weak theory; (iii) inform decisions and interventions based on wrong or even invalid variables; (iv) make interpretations and arrive at conclusions that confuse correlations with causality; and (v) result in unintended and unwanted effects that pigeonhole and stereotype learners which may be counterproductive to enhancing student engagement and learner success. Arguably, to date there has not been a serious or comprehensive response to these justifiable concerns.

You can read more of this opinion piece on the ICDE website where the full version of this paper was first published as part of the two-day ICDE Leadership Summit in May 2017 in Nancy, France.

Successful Launch of Loop Reflect: DCU’s New Learning Portfolio

We recently launched under the leadership of Lisa Donaldson and Dr Mark Glynn in the Teaching Enhancement Unit in the NIDL our new learning portfolio known as Loop Reflect.

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The new platform, based on a customised version of Mahara specifically designed to meet DCU’s requirements, aims to support students to critically reflect on and share their academic, professional and personal achievements.  In this respect the learning portfolio is intended to help students demonstrate their ability to meet DCU’s Generation 21 Graduate Aspirations, and support meaningful employment on graduation and a wider commitment to life-long and life-wide learning.  The goal is to create a living portfolio which will help develop critical reflection as a “habit of mind” and assist future employers in visualising the breadth of a DCU student’s capability and learning experience.

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The launch event for Loop Reflect was attended by Minister for Education & Skills, Mr Richard Bruton TD, and marks the completion of the pilot phase of Reflect which has seen more than 5,000 students sign up to use the learning portfolio across a range of disciplines and in a range of different contexts. Professor Brian MacCraith, President of DCU explained the importance of this new initiative:

“DCU is committed to providing its students with a transformative learning experience, that will enable them to flourish in the workplace and society.  The world of work requires citizens with transferable skills who are resilient and adaptable, and capable of reflective and critical thinking.  The Reflect portfolio challenges traditional approaches to teaching, learning and assessment, capturing all facets of student learning and providing our students with an opportunity reflect on their personal and professional as well as learning development.”