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Trustworthy AI Ethical Frameworks for Responsible Innovation

Authors

, i2CAT, , Umeå Universitet, Sweden, , Universidad de Alcalá, Spain, , Umeå Universitet, Sweden,
Published 2026

Description

Artificial intelligence is reshaping decisions that affect people, institutions, and societies. Understanding how to design, deploy, and govern AI systems that can be trusted is now essential in many disciplines. This book offers a clear, concise introduction to trustworthy AI, treating AI not just as a technical artifact but as a socio-technical system embedded in human contexts. Developed from an internationally applicable educational framework, the book is designed for teaching and learning in computer science, data science, law, policy, business,…

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Key features

  • Features realistic scenarios, examples, and reflection questions across multiple domains to teach students how to apply theory to practice
  • Uses an interdisciplinary approach with minimal mathematics and accessible explanations
  • Encourages students to engage critically with AI use cases and develop ethical reasoning skills rather than rule-following behavior
  • Provides clear socio-technical frameworks distinguishing Trustworthy AI, Responsible AI, ethics, and governance, to help students to develop a solid conceptual foundation and shared vocabulary

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