Ethics of AI: A Systematic Literature Review of Principles and Challenges

Arif Ali Khan, Sher Badshah, Peng Liang, Muhammad Waseem, Bilal Khan, Aakash Ahmad, Mahdi Fahmideh, Mahmood Niazi, Muhammad Azeem Akbar

2022 · 130 citations · 10 references

Concepts

TL;DR

Ethics in AI has become a global topic of interest for policymakers and researchers, with various organizations developing guidelines, yet debate remains about their implications. The study aimed to assess consensus on AI principles and identify challenges hindering their adoption. A systematic literature review was conducted to investigate agreement on AI principles and the factors affecting their implementation. The review identified 22 core ethical principles—primarily transparency, privacy, accountability, and fairness—and 15 challenges, notably lack of ethical knowledge and vague principles, forming preliminary inputs for a maturity model and best‑practice recommendations.

Abstract

Ethics in AI becomes a global topic of interest for both policymakers and academic researchers. In the last few years, various research organizations, lawyers, think tankers, and regulatory bodies get involved in developing AI ethics guidelines and principles. However, there is still debate about the implications of these principles. We conducted a systematic literature review (SLR) study to investigate the agreement on the significance of AI principles and identify the challenging factors that could negatively impact the adoption of AI ethics principles. The results reveal that the global convergence set consists of 22 ethical principles and 15 challenges. Transparency, privacy, accountability and fairness are identified as the most common AI ethics principles. Similarly, lack of ethical knowledge and vague principles are reported as the significant challenges for considering ethics in AI. The findings of this study are the preliminary inputs for proposing a maturity model that assesses the ethical capabilities of AI systems and provides best practices for further improvements.

References

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