Equity, Inclusion, Access & Bias

Differential impacts, bias testing, accessibility, human flourishing.

• Differential impacts on first-generation, underrepresented, disabled, international, and working students.
• Bias testing across demographic groups and decision domains.
• Accessibility: WCAG alignment, multimodal interaction, language support.
• Risk of agents reinforcing or creating new barriers, such as over-reliance that reduces human support capacity.
• Design principles that center human flourishing and belonging rather than pure efficiency.
• Monitoring for disparate outcomes, with remediation processes.