Mathematical Pathways to Responsible AI Governance: A Quantitative Policy Model for Equity, Safety, and Innovation

Artificial intelligence (AI) is transforming governance, industry, and society, but global regulation remains fragmented and largely qualitative. Existing frameworks emphasize ethics, yet few provide measurable accountability or comparable data across nations.

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Preethika Yetukuri

December 13, 2025

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Inquiry-driven, this project may reflect personal views, aiming to enrich problem-related discourse.

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Other Fellowship Capstones

Algorithmic Bias in Credit Scoring: Regulating AI for Fair Economic Outcomes

Capstones Summer 2025

Diya Sharma

This brief examines current legislative action to remedy the disparate outcomes caused by algorithmic lending systems and introduces ways for nonpartisan policy solutions to help fill existing gaps.

The Opportunity Gap in Texas Education: How Inequitable Funding and Voucher Policies Undermine Title I Schools

Capstones Spring 2025

Chloe Cannon

This policy brief investigates how inequitable school funding and the advancement of voucher policies in Texas exacerbate educational disparities, particularly in Title I schools such as The Colony High School.

The American Sun Belt: Growth to Gentrification

Capstones - Spring 2023

Johnny Perkins

This brief explores the rise and challenges of the Sun Belt region, focusing on the unique manifestation of gentrification in Southern cities. It examines how the promise of low taxes and cost-of-living in the Sun Belt is being threatened by an influx of new migrants, exacerbating economic inequality and straining local resources.

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Other Fellowship Capstones

Algorithmic Bias in Credit Scoring: Regulating AI for Fair Economic Outcomes

The Opportunity Gap in Texas Education: How Inequitable Funding and Voucher Policies Undermine Title I Schools

The American Sun Belt: Growth to Gentrification