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Minding morality: ethical artificial societies for public policy modeling.
Saikou Y Diallo1, F LeRon Shults2, Wesley J Wildman3
1Virginia Modeling, Simulation and Analysis Center, Old Dominion University, 1030 University Blvd., Suffolk, VA 23435 USA.
Incorporating cultural moral dimensions into artificial intelligence (AI) models improves social policy evaluations. This approach ensures AI simulations realistically reflect societal dynamics for accurate policy assessments.
Area of Science:
- Computational Social Science
- Artificial Intelligence Ethics
- Public Policy Analysis
Background:
- Policy-oriented computer models often overlook societal cultural dynamics.
- Ignoring cultural context leads to inaccurate policy effectiveness assessments.
- Moral and normative dimensions are crucial but often omitted in AI simulations.
Purpose of the Study:
- To demonstrate the importance of incorporating cultural moral dimensions into AI models for social policy.
- To enhance the accuracy and relevance of policy evaluations using multi-agent simulations.
- To highlight the limitations of current AI models in capturing societal nuances.
Main Methods:
- Utilizing multi-agent artificial intelligence (AI) models and simulations.
- Developing and testing AI frameworks that integrate culturally salient moral dimensions.
- Comparing policy effectiveness estimations with and without the inclusion of cultural context.
Main Results:
- Models incorporating cultural moral dimensions yield more accurate policy effectiveness predictions.
- Excluding these dimensions leads to significant underestimations of policy impact.
- Culturally informed AI simulations better represent human behavior and societal interactions.
Conclusions:
- Integrating morally salient cultural dimensions is critical for robust social policy evaluation using AI.
- Future AI policy models must prioritize the realistic rendering of cultural dynamics.
- This approach enhances the reliability of AI in addressing complex public policy challenges.
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