AI Fairness, Accountability & Diversity Assessment

Business Technology & Entrepreneurship – Industry Project Expo

Presenter Takeru Sonoda Team TechDiversity AI Working Group

Key Findings

  • Limited representation raises fairness risks
  • Unclear ownership creates accountability gaps
  • Diverse voices reveal overlooked scenarios

Approach

  • Standards comparison (ISO 42005 / 42001)
  • Stakeholder Insight Map
  • Fairness & Accountability Gap Model

My Contribution

  • Designed analytical models
  • Structured risk identification logic
  • Built DEI-focused assessment flow

Problem

  • Hard to detect fairness / accountability risks in real AI use
  • ISO 42005 / 42001 leave gaps on inclusion & transparency

Contact