Adoption of Data Analytics in Higher Education Learning and Teaching

Author:   Dirk Ifenthaler ,  David Gibson
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
ISBN:  

9783030473945


Pages:   434
Publication Date:   12 August 2021
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Adoption of Data Analytics in Higher Education Learning and Teaching


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Overview

The book aims to advance global knowledge and practice in applying data science to transform higher education learning and teaching to improve personalization, access and effectiveness of education for all. Currently, higher education institutions and involved stakeholders can derive multiple benefits from educational data mining and learning analytics by using different data analytics strategies to produce summative, real-time, and predictive or prescriptive insights and recommendations. Educational data mining refers to the process of extracting useful information out of a large collection of complex educational datasets while learning analytics emphasizes insights and responses to real-time learning processes based on educational information from digital learning environments, administrative systems, and social platforms. This volume provides insight into the emerging paradigms, frameworks, methods and processes of managing change to better facilitate organizational transformation toward implementation of educational data mining and learning analytics. It features current research exploring the (a) theoretical foundation and empirical evidence of the adoption of learning analytics, (b) technological infrastructure and staff capabilities required, as well as (c) case studies that describe current practices and experiences in the use of data analytics in higher education.

Full Product Details

Author:   Dirk Ifenthaler ,  David Gibson
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
Weight:   0.718kg
ISBN:  

9783030473945


ISBN 10:   3030473945
Pages:   434
Publication Date:   12 August 2021
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Part I. Theoretical Foundations and Frameworks.- Part II. Technological Infrastructure and Staff Requirements.- Part III. Institutional Governance and Policy Implementation.- Part IV. Case Studies.

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