BackUniformity in the AI field
Uniformity in the AI field
Risk Domain
AI-driven concentration of power and resources within certain entities or groups, especially those with access to or ownership of powerful AI systems, leading to inequitable distribution of benefits and increased societal inequality.
"This group of concerns represents 2% of the sample and highlights two central issues: Western centrality and cultural difference, and unequal participation."(p. 13)
Entity— Who or what caused the harm
Intent— Whether the harm was intentional or accidental
Timing— Whether the risk is pre- or post-deployment
Supporting Evidence (2)
1.
Western centrality and cultural differences: "This concern addresses the intersection of cultural diversity and ethical dimensions within the field of AI.... Some articles emphasize the need to infuse AI ethics and governance with diverse socio-cultural perspectives."(p. 13)
2.
Unequal participation: "This concern focuses on unequal participation in the AI field."(p. 14)
Part of Design of AI
Other risks from Giarmoleo et al. (2024) (9)
Design of AI
6.1 Power centralization and unfair distribution of benefitsHumanIntentionalPre-deployment
Design of AI > Algorithm and data
1.1 Unfair discrimination and misrepresentationHumanIntentionalPre-deployment
Design of AI > Balancing AI's risks
7.3 Lack of capability or robustnessOtherOtherOther
Design of AI > Threats to human institutions and life
4.2 Cyberattacks, weapon development or use, and mass harmOtherOtherOther
Human-AI interaction
5.1 Overreliance and unsafe useOtherOtherOther
Human-AI interaction > Building a human-AI environment
7.1 AI pursuing its own goals in conflict with human goals or valuesOtherOtherOther