Buch, Englisch, 233 Seiten, Format (B × H): 153 mm x 216 mm, Gewicht: 458 g
Reihe: Palgrave Studies in Equity, Diversity, Inclusion, and Indigenization in Business
The DEI Implications of Algorithmic Decision-Making
Buch, Englisch, 233 Seiten, Format (B × H): 153 mm x 216 mm, Gewicht: 458 g
Reihe: Palgrave Studies in Equity, Diversity, Inclusion, and Indigenization in Business
ISBN: 978-3-031-53918-3
Verlag: Springer International Publishing
This book takes a historical approach to explore data, algorithms, their use in practice through applications of AI in various settings, and all of the surrounding ethical and DEI implications. Summarizing our current knowledge and highlighting gaps, it offers original examples from empirical research in various settings, such as healthcare, social media, and the GIG economy.
The author investigates how systems relying on a binary structure (machines) work in systems that are instead analogic (societies). Further, he examines how underrepresented populations, who have been historically penalized by technologies, can play an active role in the design of automated systems, with a specific focus on the US legal and social system.
One issue is that main tasks of machines concern classification, which, while efficient for speeding up decision-making processes, are inherently biased. Ultimately, this work advocates for ethical design and responsible implementation and deployment of technology in organizations and society through through government-sponsored social justice, in contrast with free market policies.
This interdisciplinary text contributes to the timely and relevant debate on algorithmic fairness, biases, and potential discriminations. It will appeal to researchers in business ethics and information systems while building on theories from anthropology, psychology, sociology, management, marketing, and economics.Zielgruppe
Research
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik EDV | Informatik Angewandte Informatik Wirtschaftsinformatik
- Wirtschaftswissenschaften Betriebswirtschaft Wirtschaftsinformatik, SAP, IT-Management
- Wirtschaftswissenschaften Betriebswirtschaft Unternehmensorganisation, Corporate Responsibility Unternehmensethik
- Wirtschaftswissenschaften Betriebswirtschaft Organisationstheorie, Organisationssoziologie, Organisationspsychologie
- Geisteswissenschaften Philosophie Angewandte Ethik & Soziale Verantwortung Wirtschaftsethik, Unternehmensethik
- Wirtschaftswissenschaften Betriebswirtschaft Bereichsspezifisches Management Personalwesen, Human Resource Management
Weitere Infos & Material
Chapter 1. Zeros and Ones: Striving to Classify.- Chapter 2. Data Extractions and Extractors.- Chapter 3. Training AI, Computation, and the Environment.- Chapter 4. Discipline, Punish … and Workarounds.- Chapter 5. Institutional Inertia and Corporate Sovereignty.- Chapter 6. New Frontiers of AI and Algorithms.