Big data in organizations and the role of human resource management : a complex systems theory-based conceptualization / Tobias M. Scholz
Material type:
- text
- computer
- online resource
- 9783631719039
Item type | Current library | Collection | Status | Barcode | |
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Accessible online | Circulation | Available | EB-00309 |
Includes bibliographical references.
Introduction
Statement of the problem
State of research
Terminological clarification
Objective of the thesis
Theoretical framework
Big data
Etymological origin
Epistemological conceptualization and hermeneutical observations
Delimitation from related terms
Data mining
Algorithms and machine learning
Artificial intelligence
Big data pitfalls
Big data change the definition of knowledge
Claims of objectivity and accuracy are misleading
Bigger data are not always better data
Taken out of context, big data lose their meaning
Accessibility does not make them ethical
Limited access to big data creates new digital divides
May big data be with you
Big data at the socio-technological level
Technology and society
Technological determinism
Social determinism
Socio-technological concurrence
Big data at the organizational level
Epistemological framing
Organizations as open systems
Big data in cybernetics
Big data in systems theory
Big data in population ecology theory
Big data in complex systems theory
Big data at the human (resource) level
Current status of big data in human resource management
Classification of views
Augmentation as an alternative path
Research framework
Mental model
Methodology
Analytical implementation
Core assumptions of big data within organizations
Temporal dimensionality
Factual dimensionality
Social dimensionality
Cross-sectional dimensionality
Homeodynamic organization
Characterizing homeodynamic organization
New roles of the human resource department
Big data specific roles
Big data watchdog as cross-sectional role
Human resource daemon
Data farm
Fog of big data
Big data baloney detection
Big data tinkering
Big data risk governance
Big data immersion
Big data authorship
Big data curation
Big data literacy
Human resource centaur
Big data membrane
Homeodynamic Goldilocks zone
Results
Summary
Limitations
Implications for human resource management
Implications for research
Implications for teaching
Outlook
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