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Big data in organizations and the role of human resource management : a complex systems theory-based conceptualization / Tobias M. Scholz

By: Material type: TextTextSeries: Personalmanagement und organisation ; band 5Publisher: New York : Peter Lang, [2017]Description: 1 online resource (237 pages)Content type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9783631719039
Subject(s): Genre/Form: Online resources:
Contents:
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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Item type Current library Collection Status Barcode
eBook (Free & Open Access) eBook (Free & Open Access) 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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