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2025 Policy Briefs and Presentations
2025 Policy Briefs and Presentations
Explore the innovative policy ideas developed by student teams during the 2025 UCLA DataX Hackathon. With their consent, these teams have shared their policy briefs and presentation slides to showcase their work and invite continued engagement from mentors, professionals, and peers. Policy briefs and presentation slides are grouped by themes.
Theme: Discrimination in Automated Systems
Theme: Discrimination in Automated Systems
Policies to Mitigate Data-Level Bias in UC-Procured AI Tools
Policies to Mitigate Data-Level Bias in UC-Procured AI Tools
By Data-Driven Dream Team
Policy Brief: View PDF here.
Contact: Kaitlyn Cui, kaitlyncui914@g.ucla.edu
Discrimination in Artificial and Automated Systems
Discrimination in Artificial and Automated Systems
By Team Triple A + G
Policy Brief: View PDF here.
Contact: Anika Malapati, anika.malapati@gmail.com
Theme: Agentic AI and Mental Health
Theme: Agentic AI and Mental Health
Safe AI Therapy: Establishing Clinical Oversight for Mental Health Chatbots
Safe AI Therapy: Establishing Clinical Oversight for Mental Health Chatbots
By Team DSU
Policy Brief: View PDF here.
Contact: Onyeka Idiaghe, onyekaidiaghe@ucla.edu
Tools, Not Therapists: Responsible Use of AI in Mental Health Services
Tools, Not Therapists: Responsible Use of AI in Mental Health Services
By Team Nextus
Policy Brief: View PDF here.
Contact: Megha Ravi, meghabruin24@g.ucla.edu
Bridging the Privacy Gap: HIPAA Compliance for AI Mental Health Chatbots
Bridging the Privacy Gap: HIPAA Compliance for AI Mental Health Chatbots
By Team Outliers
Policy Brief: View PDF here.
Contact: Celine Nugroho, celinenugroho@ucla.edu
Protecting Youth from Isolation and Dependency caused by AI Therapy: Curriculum, Safe AI Mental Health Spaces in School Districts, and Regulations on Quasi-Human Language in AI
Protecting Youth from Isolation and Dependency caused by AI Therapy: Curriculum, Safe AI Mental Health Spaces in School Districts, and Regulations on Quasi-Human Language in AI
By Team Valley Goats
Policy Brief: View PDF here.
Contact: Rachel Lee, racheleulee@g.ucla.edu
Theme: Automation in Education
Theme: Automation in Education
From Adoption to Direction: The Cognitive Integrity Framework for an AI-Augmented Education
From Adoption to Direction: The Cognitive Integrity Framework for an AI-Augmented Education
By Team ETA Lab
Policy Brief: View PDF here.
Contact: Elena Yu, elenay@g.ucla.edu
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