Details

Manage Your Own Learning Analytics


Manage Your Own Learning Analytics

Implement a Rasch Modelling Approach
Smart Innovation, Systems and Technologies, Band 261

von: Elspeth McKay

149,79 €

Verlag: Springer
Format: PDF
Veröffentl.: 04.12.2021
ISBN/EAN: 9783030863166
Sprache: englisch
Anzahl Seiten: 217

Dieses eBook enthält ein Wasserzeichen.

Beschreibungen

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.<br>
Privacy-Driven Learning Analytics.-&nbsp;Introductory Analysis of the Rasch Model.-&nbsp;Social Media Analytics, Learning Analytics and Healthcare Industry: Risky Drinking.
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.
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

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