Manage Your Own Learning Analytics

Implement a Rasch Modelling Approach
1. Auflage 2022
ISBN: 978-3-030-86315-9
Verlag: Springer International Publishing

Buch, Englisch, Band 261, 217 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 530 g

Reihe: Smart Innovation, Systems and Technologies

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.

Zielgruppe

Research

Autoren/Hrsg.

McKay, Elspeth

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz

Inhaltsverzeichnis

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