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.
Advances in technology access allow undergraduates to personalize their learning to their individual interests via the creation and use of informal personal learning environments (PLEs). A comprehensive understanding of how every day digital technologies are adapted and used to create such PLEs and their impact on acquisition and development of students' digital literacy (DL) and self-regulated learning (SRL) skills, is still lacking. This paper presents the initial exploratory quantitative phase, of a longitudinal mixed methods study planned to identify and describe the relationship between DL and SRL skills of students, when using PLEs. Structural equation modelling was used to analyze data collected from 202 participants in online surveys. The results confirm that DL components effect some SRL sub processes and some evidence was obtained for reciprocal relationships. Implications for Information Systems theory and practice are discussed together with future research opportunities.
This study presents and evaluates the educational potentials that Social Network Services (SNS) offer to students in the higher education context. The first aim of this study is to explore students’ perceptions of Facebook Learning Groups (ie, Facebook Groups that were created for learning purposes), and the learning and affective benefits that SNS offer to students. This study further explores the influence of four identified factors (ie, self‐efficacy, privacy, trust and presence of teaching members) in moderating students’ perception and learning engagements on SNS. Findings from an online survey demonstrate the usefulness of these learning groups. Trust and presence of teaching members were also indicated to have significant influences in affecting students’ perception and engagement in Facebook Learning Groups.
This paper proposes a systematic framework to integrate learning analytics into serious games for people with intellectual disabilities. Serious games for an inclusive learning environment need to be prudently designed with adaptive and measurable competencies to meet the needs of the target users. The recent emergence of learning analytics provides a capability to capture important data in real time from within the highly interactive nature of serious games to better understand and enhance the learning process. Although previous research has addressed different applications of learning analytics in serious games, few studies have investigated the needs of individuals with disabilities. This paper proposes a framework for serious games analytics specialised for people with intellectual disabilities (SGAPID) for the purpose of supporting the integration of learning analytics within serious games to create an inclusive learning environment. We provide a framework based on previous studies in both learning analytics, serious games and educational technologies for people with intellectual disabilities. The framework consists of three central components, namely learner profiling, learning adaptation and learning evaluation. It provides needed guidance for educational application developers and reflects the contemporary trends in educational technologies. The SGAPID framework will also be valuable for the design, implementation, evaluation and adaptation of serious games for inclusive learning and teaching at the group or individual level.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.