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Not Another Grocery List: Proposals for an Effective AI Ethics Implementation.
Dominic Martin1, Allison Marchildon2, Joé T Martineau3
1School of Management Sciences, Université du Québec à Montréal, Montréal (Québec), Canada. martin.dominic@uqam.ca.
Science and Engineering Ethics
|June 23, 2026
Summary
Ethical frameworks for artificial intelligence (AI) face challenges like principle divergence and "ethics washing." This study proposes AI ethics be parsimonious, balanced, and viewed as a process, not just a list.
Area of Science:
- Computer Science
- Ethics
- Technology Policy
Background:
- The past decade has seen significant efforts to create ethical frameworks for artificial intelligence (AI).
- Current frameworks often rely on axiomatic lists of principles or values.
- These axiomatic approaches face inherent challenges in practical application.
Purpose of the Study:
- To critically analyze the limitations of current axiomatic AI ethical frameworks.
- To propose actionable solutions for developing more effective and implementable AI ethics.
- To reframe the understanding of AI ethics from static lists to dynamic processes.
Main Methods:
- Argumentative analysis of existing AI ethical frameworks.
- Identification and discussion of key challenges: principle divergence, structural incoherence, and ethics washing.
- Development of three core proposals for enhancing AI ethics frameworks.
Main Results:
- Axiomatic lists of AI ethical principles suffer from divergence, incoherence, and the risk of 'ethics washing'.
- Proposed solutions include framework parsimony, balancing structures for multiple principles, and viewing ethics as an ongoing process.
- Effective AI ethics requires moving beyond static principles to a more dynamic and integrated approach.
Conclusions:
- Current axiomatic AI ethical frameworks are insufficient for effective implementation.
- A parsimonious, balanced, and process-oriented approach is necessary for robust AI ethics.
- Reframing AI ethics as a continuous process ensures adaptability and genuine ethical practice.
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