Learning Analytics Explained
Autor Niall Sclateren Limba Engleză Paperback – 24 feb 2017
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Specificații
ISBN-13: 9781138931732
ISBN-10: 113893173X
Pagini: 290
Ilustrații: 13 Line drawings, black and white; 13 Halftones, black and white; 4 Tables, black and white
Dimensiuni: 152 x 229 x 22 mm
Greutate: 0.39 kg
Ediția:1
Editura: Taylor & Francis
Colecția Routledge
Locul publicării:Oxford, United Kingdom
ISBN-10: 113893173X
Pagini: 290
Ilustrații: 13 Line drawings, black and white; 13 Halftones, black and white; 4 Tables, black and white
Dimensiuni: 152 x 229 x 22 mm
Greutate: 0.39 kg
Ediția:1
Editura: Taylor & Francis
Colecția Routledge
Locul publicării:Oxford, United Kingdom
Public țintă
Academic, Professional, and Professional Practice & DevelopmentCuprins
Preface
Acknowledgements
Introduction
Abbreviations
Background
1: The evolution of a new field
2: Expert motivations
Applications
3: Early alert and student success
4: Course recommendation
5: Adaptive learning
6: Curriculum design
7: Expert thoughts on applications
Logistics
8: Data
9: Metrics and Predictive Modelling
10: Visualisation
11: Intervention
12: Student-facing analytics
13: Expert thoughts on logistics
Technologies
14: Architecture
15: Standards
16: Products
17: Expert thoughts on technologies
Deployment
18: Institutional Readiness
19: Project planning
20: Ethics
21: Transparency and consent
22: Privacy and data protection
23: Expert thoughts on deployment
Future directions
24: Emerging techniques
25: Expert visions
Index
Acknowledgements
Introduction
Abbreviations
Background
1: The evolution of a new field
2: Expert motivations
Applications
3: Early alert and student success
4: Course recommendation
5: Adaptive learning
6: Curriculum design
7: Expert thoughts on applications
Logistics
8: Data
9: Metrics and Predictive Modelling
10: Visualisation
11: Intervention
12: Student-facing analytics
13: Expert thoughts on logistics
Technologies
14: Architecture
15: Standards
16: Products
17: Expert thoughts on technologies
Deployment
18: Institutional Readiness
19: Project planning
20: Ethics
21: Transparency and consent
22: Privacy and data protection
23: Expert thoughts on deployment
Future directions
24: Emerging techniques
25: Expert visions
Index
Recenzii
Learning Analytics Explained is a must-read for senior managers, learning technologists, and all academics interested in how learning is impacted by the volume of information and the new kinds of data produced by digital technologies. Accessibly written, this is a book that speaks to everyone in higher education and addresses what are perhaps the most important current issues. Rooted in international experience and years of solid work at The Open University and with the UK Joint Information Systems Committee, it is well-informed and comprehensive. It is a book to read immediately and then to go back to later as a unique source of reference.
— Chris Jones, Professor of Research in Educational Technology, Liverpool John Moores University, author of Networked Learning
The analysis of digital data is changing the way we think about education. Niall Sclater, who brings years of practical expertise into this field, has written the first comprehensive account of learning analytics and its effects on education. He evaluates technical advances and claims to efficacy with a critical eye, and foregrounds ethical considerations to produce a considered introduction to the field. This book is essential reading for anyone who needs to know about the ways in which digital data are shaking the traditional idea of the classroom.
—Martin Hall, Emeritus Professor, University of Cape Town, and Advisor to Jisc
The analysis of digital data is changing the way we think about education. Niall Sclater, who brings years of practical expertise into this field, has written the first comprehensive account of learning analytics and its effects on education. He evaluates technical advances and claims to efficacy with a critical eye, and foregrounds ethical considerations to produce a considered introduction to the field. This book is essential reading for anyone who needs to know about the ways in which digital data are shaking the traditional idea of the classroom.
—Martin Hall, Emeritus Professor, University of Cape Town, and Advisor to Jisc
Descriere
Learning Analytics Explained draws extensively from case studies and interviews with experts in order to discuss emerging applications of the new field of learning analytics.