Learn Smarter, Not Harder : Exploring the Development of Learning Analytics Use Cases to Create Tailormade Online Learning Experiences

Titelangaben

Grüneke, Timo ; Ritz, Eva Katharina:
Learn Smarter, Not Harder : Exploring the Development of Learning Analytics Use Cases to Create Tailormade Online Learning Experiences.
In: Proceedings of the 55th Hawaii International Conference on System Sciences (HICSS). - Kauai, USA , 2022
ISBN 978-0-9981331-5-7
DOI: https://doi.org/10.24251/HICSS.2022.114

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Abstract

Our world is significantly shaped by digitalization and is changing our social life. Learning is becoming increasingly digital and comprises a multitude of tools, but also an overwhelming amount of knowledge is available. Thus, learners need to be supported by intelligent learning platforms that provide the right knowledge in an individually tailored way. To make platforms intelligent, the use of learning analytics in its multifaceted forms is essential. Existing literature shows a proliferation of learning analytics use cases without a systematic structure. Based on a structured literature review we organized existing literature contributions systematically and derived four use cases: learning dashboards, individualized content, tutoring systems, and adaptable learning process based on personalities. Our use cases will serve as a basis for a targeted scientific discourse and are valuable orientation for the development of future learning analytics use cases as to give rise to the new form of Learning Experience Platforms.