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Manage Your Own Learning Analytics: Smart Innovation, Systems and Technologies, cartea 261

Editat de Elspeth McKay
en Limba Engleză Hardback – 5 dec 2021
This book sheds light on the practice of learning analytics, illuminating how others approach their data analysis. At the beginning of the book, a ‘prescriptive learning analytics planning model’ gives straightforward instructions for people to follow. This book is organized into ten chapters, falling into four topical sections: Managing Learning Analytics (overview, instructional systems design (ISD), instructional design, and planning data analysis); Cognitive Performance Measurement Practices (classical test theory (CTT), Rasch measurement theory (RMT), Item response theory(IRT), Rasch Modeling Tools (research design, setting methodology); and Case Studies (corporate training settings, healthcare industry, and educational courseware design). This book is an important reference for: educational research community and instructional systems designers; corporate training developers; postgraduate course developers; and doctoral students.
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Specificații

ISBN-13: 9783030863159
ISBN-10: 3030863158
Pagini: 240
Ilustrații: XX, 217 p. 119 illus., 107 illus. in color.
Dimensiuni: 160 x 241 x 19 mm
Greutate: 0.53 kg
Ediția:1st ed. 2022
Editura: Springer
Colecția Smart Innovation, Systems and Technologies
Seria Smart Innovation, Systems and Technologies

Locul publicării:Cham, Switzerland

Cuprins

Privacy-Driven Learning Analytics.- Introductory Analysis of the Rasch Model.- Social Media Analytics, Learning Analytics and Healthcare Industry: Risky Drinking.

Textul de pe ultima copertă

This book sheds light on the practice of learning analytics, illuminating how others approach their data analysis. At the beginning of the book, a ‘prescriptive learning analytics planning model’ gives straightforward instructions for people to follow. This book is organized into ten chapters, falling into four topical sections: Managing Learning Analytics (overview, instructional systems design (ISD), instructional design, and planning data analysis); Cognitive Performance Measurement Practices (classical test theory (CTT), Rasch measurement theory (RMT), Item response theory(IRT), Rasch Modeling Tools (research design, setting methodology); and Case Studies (corporate training settings, healthcare industry, and educational courseware design). This book is an important reference for: educational research community and instructional systems designers; corporate training developers; postgraduate course developers; and doctoral students.

Caracteristici

Presents a prescriptive learning analytics planning model to guide the novice instructional systems designer Equips the readers with the information they need to carry out their own learning analytics, including: careful preparation of their testing instruments; developing an understanding of the importance of validating the measurement tools: recognizing a poorly designed instrument; and how to interpret the output files Demonstrates the Implementation of a Rasch Modelling Approach