A Value-Based Approach to AI Ethics: Accountability, Transparency, Explainability, and Usability

As artificial intelligence (AI) becomes increasingly prevalent, ensuring its ethical development and deployment is paramount. This paper proposes a value-based approach to AI ethics, focusing on four key principles: accountability, transparency, explainability, and usability. By examining these prin...

Full description

Bibliographic Details
Published in:	Mercados y Negocios
Main Authors:	Vish Iyer, Moe Manshad, Daniel Brannon
Format:	Article
Language:	English
Published:	Universidad de Guadalajara 2025-01-01
Subjects:	artificial intelligence ethics accountability transparency explainability usability
Online Access:	https://mercadosynegocios.cucea.udg.mx/index.php/MYN/article/view/7815

Similar Items

A Scoping Review of Transparency and Explainability in AI Ethics Guidelines
by: Kerrie Hooper, et al.
Published: (2024-05-01)

Path To Gain Functional Transparency In Artificial Intelligence With Meaningful Explainability
by: Khaleque Insia, et al.
Published: (2023-12-01)

Fairness, Accountability, Transparency, and Ethics (FATE) in Artificial Intelligence (AI) and higher education: A systematic review
by: Bahar Memarian, et al.
Published: (2023-01-01)

Transparency of AI in Healthcare as a Multilayered System of Accountabilities: Between Legal Requirements and Technical Limitations
by: Anastasiya Kiseleva, et al.
Published: (2022-05-01)

How is ʻUnexplainable’ and Non-transparent AI Affecting Healthcare Delivery?
by: Vera Lúcia Raposo
Published: (2024-10-01)

AI Transparency: A Conceptual, Normative, and Practical Frame Analysis
by: Sónia Pedro Sebastião, et al.
Published: (2025-04-01)

ETHICAL BOUNDARIES IN THE AGE OF AI
by: Dan Valeriu VOINEA
Published: (2023-12-01)

Ethics and Accountability in Government Bureaucracy
by: Ousu Mendy
Published: (2023-10-01)

Ethics and Transparency Issues in Digital Platforms: An Overview
by: Leilasadat Mirghaderi, et al.
Published: (2023-09-01)

Responsible AI in structural engineering: a framework for ethical use
by: Vagelis Plevris, et al.
Published: (2025-07-01)

Ethics of Artificial Intelligence (AI) Use in Accounting
by: Uğur Bellikli
Published: (2024-08-01)

Evaluating machine learning-based intrusion detection systems with explainable AI: enhancing transparency and interpretability
by: Vincent Zibi Mohale, et al.
Published: (2025-05-01)

Tools for Achieving Usable Ex Post Transparency: A Survey
by: Patrick Murmann, et al.
Published: (2017-01-01)

From transparency to accountability of intelligent systems: Moving beyond aspirations
by: Rebecca Williams, et al.
Published: (2022-01-01)

A Comprehensive Framework for Transparent and Explainable AI Sensors in Healthcare
by: Rabaï Bouderhem
Published: (2024-11-01)

Transparency and precision in the age of AI: evaluation of explainability-enhanced recommendation systems
by: Jaime Govea, et al.
Published: (2024-09-01)

An AI-powered data curation and publishing virtual assistant: usability and explainability/causability of, and patient interest in the first-generation prototype
by: Rutger van Mierlo, et al.
Published: (2025-10-01)

Are the Media Transparent in Their Use of AI? Self-Regulation and Ethical Challenges in Newsrooms in Spain
by: M. Ángeles Fernández-Barrero, et al.
Published: (2025-09-01)

Biases in AI: acknowledging and addressing the inevitable ethical issues
by: Bjørn Hofmann, et al.
Published: (2025-08-01)

Public Budgeting Best Practices for Cross-sector Collaborations: Emphasizing the Values of Social Equity, Transparency and Accountability, and Ethics
by: Michael E. M. Lee
Published: (2024-09-01)

The ethical requirement of explainability for AI-DSS in healthcare: a systematic review of reasons
by: Nils Freyer, et al.
Published: (2024-10-01)

Transparency in AI usage within fact-checking platforms in Spain and its ethical challenges
by: Roger Cuartielles, et al.
Published: (2024-10-01)

A Deeper Look at Autonomous Vehicle Ethics: An Integrative Ethical Decision-Making Framework to Explain Moral Pluralism
by: Jimin Rhim, et al.
Published: (2021-05-01)

Ethical use of AI in infectious diagnostic decision and therapeutic stewardship
by: Prasan Kumar Panda, et al.
Published: (2025-01-01)

IEEE P7001: A Proposed Standard on Transparency
by: Alan F. T. Winfield, et al.
Published: (2021-07-01)

Transparency: The Missing Link to Boosting AI Transformations in Chemical Engineering
by: Yue Yuan, et al.
Published: (2024-08-01)

EXPLORING THE VALUE OF TEMPLE ACCOUNTABILITY AND TRANSPARENCY PRACTICES
by: Dewa Gede Yudha Dananjaya, et al.
Published: (2019-06-01)

Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning
by: Oleksii Kovalchuk, et al.
Published: (2025-01-01)

Generative AI in Education: Assessing Usability, Ethical Implications, and Communication Effectiveness
by: Maria Matsiola, et al.
Published: (2024-12-01)

Exploring the Ethical Acceptability of Explainability in Medical Artificial Intelligence
by: Xuemei LYU, et al.
Published: (2025-07-01)

Polynomial Neural Networks for improved AI transparency: An analysis of their inherent explainability (operational rationale) capabilities
by: Donovan Chaffart, et al.
Published: (2025-06-01)

Transparency and accountability in AI systems: safeguarding wellbeing in the age of algorithmic decision-making
by: Ben Chester Cheong, et al.
Published: (2024-07-01)

ARE ACCOUNTABILITY AND TRANSPARENCY IMPORTANT IN MOSQUE FINANCIAL REPORTING?
by: Masiyah Kholmi
Published: (2022-08-01)

IMPACT OF TRANSPARENCY, ACCOUNTABILITY, AND MANAGEMENT QUALITY ON MUZAKKI INTEREST
by: Abdul Latif Rizqon, et al.
Published: (2024-06-01)

Village Fund Allocation Practice: The Investigation of Accountability and Transparency
by: Putu Prema Sulistyaning Putri, et al.
Published: (2022-01-01)

Ethics of AI in Radiology: A Review of Ethical and Societal Implications
by: Melanie Goisauf, et al.
Published: (2022-07-01)

Transparent human – (non-) transparent technology? The Janus-faced call for transparency in AI-based health care technologies
by: Tabea Ott, et al.
Published: (2022-08-01)

Mechanisms and Constraints Underpinning Ethically Aligned Artificial Intelligence Systems: An Exploration of Key Performance Areas
by: Stephen Treacy
Published: (2023-07-01)

Transparency and Ethics in Chemical Laboratories
by: Emad Yousif
Published: (2023-12-01)

Ethical Dilemmas in Digital Accounting: A Comprehensive Literature Review
by: Adrian GROȘANU, et al.
Published: (2024-05-01)