Litcius/Paper detail

Design principles for learning analytics information systems in higher education

Andy Nguyen, Tuure Tuunanen, Lesley Gardner, Don Sheridan

2020European Journal of Information Systems85 citationsDOIOpen Access PDF

Abstract

This paper reports a design science research (DSR) study that develops, demonstrates and evaluates a set of design principles for information systems (IS) that utilise learning analytics to support learning and teaching in higher education. The initial set of design principles is created from theory-inspired conceptualisation based on the literature, and they are evaluated and revised through a DSR process of demonstration and evaluation. We evaluated the developed artefact in four courses with a total enrolment of 1,173 students. The developed design principles for learning analytics information systems (LAIS) to establish a foundation for further development and implementation of learning analytics to support learning and teaching in higher education.

Topics & Concepts

Learning analyticsDesign science researchComputer scienceAnalyticsStrategic information systemInformation systemDesign scienceKnowledge managementManagement information systemsInformation scienceSet (abstract data type)Learning sciencesHigher educationProcess (computing)Data scienceEducational technologyMathematics educationEngineeringPsychologyLibrary scienceProgramming languageElectrical engineeringLawPolitical scienceOperating systemOnline Learning and AnalyticsE-Learning and Knowledge ManagementOnline and Blended Learning