Ethical Artificial Intelligence in the Insurance Industry
eBook - ePub

Ethical Artificial Intelligence in the Insurance Industry

Balancing Efficiency, Fairness, and Risk

  1. 298 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Ethical Artificial Intelligence in the Insurance Industry

Balancing Efficiency, Fairness, and Risk

About this book

The book provides an overview of the challenges and opportunities presented by AI across the insurance value chain. As insurers rapidly integrate machine learning, deep learning, and predictive analytics into underwriting, claims processing, fraud detection, and pricing, the need for robust ethical frameworks and responsible AI governance has become paramount. Algorithmic structures and data pipelines that shape modern insurance systems, that review potential sources of bias, opacity, and inequality are examined. The book addresses technical, legal, and organizational dimensions of ethical AI adoption—ranging from explainability and accountability mechanisms to data privacy, informed consent, and inclusion. The book serves as a foundational guide for developing AI systems in insurance that are not only efficient but also equitable and socially responsible. The book will be invaluable for professionals, scholars, data scientists, actuaries, and policymakers.

Key Features:

  • Explores cutting-edge applications of AI across underwriting, claims processing, fraud detection, and dynamic pricing in the insurance industry.
  • Reviews the latest advances in algorithmic fairness, explainability (XAI), and bias mitigation techniques tailored to insurance models.
  • Analyzes global regulatory and ethical frameworks, including GDPR, AI Act, and sector-specific policies, shaping responsible AI adoption.
  • Provides real-world case studies and technical insights into building accountable, transparent, and inclusive AI systems for insurers.
  • Equips practitioners, data scientists, and policymakers with strategic tools to design, govern, and audit ethical AI in insurance operations.

Information

Publisher
CRC Press
Year
2026
Print ISBN
9781041236887
Edition
1
eBook ISBN
9781040914045
Subtopic
Insurance

Table of contents

  1. Cover Page
  2. Title Page
  3. Copyright Page
  4. Dedication
  5. Preface
  6. Contents
  7. 1 The Ethical Imperative in AI-Driven Insurance: Foundations, Motivations, and Risks
  8. 2 Architecting Intelligence: Understanding the AI Value Chain in the Insurance Ecosystem
  9. 3 Navigating Legal, Regulatory, and Ethical Frameworks in Algorithmic Insurance Practices
  10. 4 Algorithmic Underwriting: Addressing Bias, Transparency, and Data Equity in Risk Assessment
  11. 5 AI-Enabled Claims Management: Automation, Fairness, and Human–AI Collaboration
  12. 6 Combating Insurance Fraud with AI: Balancing Predictive Power and Ethical Constraints
  13. 7 Dynamic Pricing and Personalization: Ethical Implications of Behavioral and Big Data in Premium Models
  14. 8 Detecting and Mitigating Algorithmic Bias: Technical and Ethical Interventions in Insurance AI
  15. 9 Explainable AI for Insurance: Enhancing Transparency, Accountability, and Client Trust
  16. 10 Data Governance in Insurance AI: Ensuring Privacy, Consent, and Ethical Data Life Cycles
  17. 11 Embedding Human Oversight in Automated Systems: Toward Accountable and Trustworthy AI
  18. 12 Equity and Inclusion in Insurance AI: Expanding Access for Marginalized and Underserved Populations
  19. 13 Global Perspectives on Ethical Insurance AI: Comparative Case Studies and Regional Challenges
  20. 14 Designing an Ethical AI Strategy for Insurers: Policies, Practices, and Organizational Transformation
  21. 15 Toward a Human-Centric Future: Strategic Road Maps for Sustainable and Ethical AI Integration in Insurance
  22. Index
  23. About the Author

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