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Johann Ari Larusson, Brandon White (Beteiligte)

Learning Analytics


From Research to Practice
Herausgegeben von Larusson, Johann Ari; White, Brandon
2014. xii, 195 S. 28 SW-Abb., 15 Farbtabellen. 235 mm
Verlag/Jahr: SPRINGER, BERLIN 2014
ISBN: 1-461-43304-5 (1461433045)
Neue ISBN: 978-1-461-43304-0 (9781461433040)

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This book offers a comprehensive review of Learning Analytics (LA). It highlights the latest results, methodologies, tools, strategies, and models and encompasses theoretical discussions as well as practical examples and strategies.
In education today, technology alone doesn´t always lead to immediate success for students or institutions. In order to gauge the efficacy of educational technology, we need ways to measure the efficacy of educational practices in their own right. Through a better understanding of how learning takes place, we may work toward establishing best practices for students, educators, and institutions. These goals can be accomplished with learning analytics.
Learning Analytics: From Research to Practice updates this emerging field with the latest in theories, findings, strategies, and tools from across education and technological disciplines. Guiding readers through preparation, design, and examples of implementation, this pioneering reference clarifies LA methods as not mere data collection but sophisticated, systems-based analysis with practical applicability inside the classroom and in the larger world.
Case studies illustrate applications of LA throughout academic settings (e.g., intervention, advisement, technology design), and their resulting impact on pedagogy and learning. The goal is to bring greater efficiency and deeper engagement to individual students, learning communities, and educators, as chapters show diverse uses of learning analytics to:
Enhance student and faculty performance.
Improve student understanding of course material.
Assess and attend to the needs of struggling learners.
Improve accuracy in grading.
Allow instructors to assess and develop their own strengths.
Encourage more efficient use of resources at the institutional level.
Researchers and practitioners in educational technology, IT, and the learning sciences will hail the information in Learning Analytics: From Research to Practice as a springboard to new levels of student, instructor, and institutional success.
Introduction.- Designing Learning Analytics Experiences.- Harnessing the Currents of the Digital Ocean.- Educational Data Mining and Learning Analytics.- Analytics through an Institutional Lens: Definition, Theory, Design and Impact.- A Learning Management System-Based Early Warning System for Academic Advising in Undergraduate Engineering.- The Data-Assisted Approach to Building Intelligent Technology Enhanced Learning Environments.- Identifying Points for Pedagogical Intervention Based on Student Writing: Two Case Studies for the "Point of Originality."
"This book is an edited volume concerning the current emerging topics of learning analytics (LA). ... The book attempts to provide the first comprehensible reference book for LA by showcasing results, strategies, guidelines, methods, models and tools. ... Larusson and White have produced an accessible and interesting introduction to LA, aimed at students, educators, researchers and educational stakeholders." (Cristóbal Romero and Sebastián Ventura, Technology, Knowledge and Learning, Vol. 20, 2015)
"The book presents a range of excellent topics that are all interlinked with learning analytics. Each paper has a unique perspective on the topic and provides suitable examples and case studies. I would highly recommend this book to educational professionals seeking an informed view on learning analytics." (S. M. Godwin, Computing Reviews, November, 2014)