𝔖 Scriptorium
✦   LIBER   ✦

πŸ“

Learning Analytics: From Research to Practice

✍ Scribed by Johann Ari Larusson, Brandon White (eds.)


Publisher
Springer-Verlag New York
Year
2014
Tongue
English
Leaves
203
Series
Computer-Supported Collaborative Learning
Edition
1
Category
Library

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No coin nor oath required. For personal study only.

✦ Synopsis


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.

✦ Table of Contents


Front Matter....Pages i-xii
Introduction....Pages 1-12
Front Matter....Pages 13-13
Designing Learning Analytics Experiences....Pages 15-38
Harnessing the Currents of the Digital Ocean....Pages 39-60
Educational Data Mining and Learning Analytics....Pages 61-75
Front Matter....Pages 77-77
Analytics Through an Institutional Lens: Definition, Theory, Design, and Impact....Pages 79-102
A Learning Management System-Based Early Warning System for Academic Advising in Undergraduate Engineering....Pages 103-119
Front Matter....Pages 121-121
The Data-Assisted Approach to Building Intelligent Technology-Enhanced Learning Environments....Pages 123-156
Identifying Points for Pedagogical Intervention Based on Student Writing: Two Case Studies for the β€œPoint of Originality”....Pages 157-190
Back Matter....Pages 191-195

✦ Subjects


Educational Technology; Computers and Education; Assessment, Testing and Evaluation; Data Mining and Knowledge Discovery


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