Buch, Englisch, 258 Seiten, Format (B × H): 174 mm x 246 mm
Reihe: Global HRM
A Global Perspective
Buch, Englisch, 258 Seiten, Format (B × H): 174 mm x 246 mm
Reihe: Global HRM
ISBN: 978-1-032-02900-9
Verlag: Taylor & Francis Ltd
Zielgruppe
Postgraduate and Undergraduate
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Software Engineering
- Wirtschaftswissenschaften Volkswirtschaftslehre Volkswirtschaftslehre Allgemein Wirtschaftsprognose
- Wirtschaftswissenschaften Betriebswirtschaft Bereichsspezifisches Management Personalwesen, Human Resource Management
Weitere Infos & Material
PART 1: WORK FORCE ANALYTICS (WFA)
1 Introduction and book overview
2 Theoretical frameworks for workforce analytics
3 Data collection and analysis
PART 2: ANALYTIC TECHNIQUES
4.0 Considering techniques in workforce analytics
4.1 Causal inference in HR analytics with Directed Acyclic Graphs
4.2 Latent Class and Latent Profile Analysis
4.3 Efficient ways to leverage untapped data sources: Using natural language processing to assess work attitudes and perceptions
4.4 Decision trees and HR analytics: An example
4.5 Organizational network analysis (ONA) at the Broad Institute
4.6 Machine learning tools to support strategic HR decision-making
4.7 Connecting employee survey data to organizational performance indicators using micro-macro multilevel regression
4.8 Key takeaways
PART 3: WFA APPLICATIONS AND FUTURE
5 Implementation and change management
6 Ethics and workforce analytics
7 Building the workforce analytics function
8 The future of workforce analytics