

"When Facebook's facial recognition was deployed at scale, the intention was 'connecting people.' The outcome? Marginalized communities misidentified at 34% higher rates (Buolamwini, MIT Media Lab, 2018)."


IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems and it could be operationalized through the ITEC Handbook's five-stage Responsible Technology Management System (RTMS).
What we aim to achieve
What actually changes in the world
Dr. Joy's Gender Shades research showed IBM and Microsoft's commercial facial recognition had error rates up to 34.7% for darker-skinned women—despite developers claiming "high accuracy."


Do you define flourishing clearly and multidimensionally e.g., using domains like happiness, health, meaning, character, and relationships.

AI-powered equity dashboards can transform equity from an abstract principle into an operational reality by turning data into action. Ensuring benefits reach everyone, especially those who need them most.



Logan AC, Berman BM, Prescott SL. Vitality Revisited: The Evolving Concept of Flourishing and Its Relevance to Personal and Public Health. Int J Environ Res Public Health. 2023 Mar 13;20(6):5065. doi: 10.3390/ijerph20065065.
Raji, I.D., & Buolamwini, J. (2019). Actionable Auditing: Investigating the Impact of Publicly Naming Biased Performance Results of Commercial AI Products. Proceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society.
When everyone (EETS) we all eat.