ELIZA MCCULLOUGH
I'm a researcher & writer interested in technology, surveillance, and labor rights.
I lead research on data rights at Partnership on AI and am pursuing a Master's degree in AI & Society at the University of Cambridge.
My research explores the algorithmic management of gig workers and labor rights for data enrichment workers.
Previously, I was an Editorial Fellow with Logic(s) Magazine and researcher with PolicyLink.
PUBLICATIONS
Partnership on AI: “Participatory and Inclusive Demographic Data Guidelines.”
Cake Zine: “BakeryScan and the Lost Art of Artisanal AI.”
Third Place Zine: “Park as Panopticon.”
MEDIA
Partnership on AI Philanthropy Forum; “AI Needs You: Addressing Systemic Issues at Scale.” 2024.
Natural Sciences and Engineering Research Council of Canada; "Participatory and Inclusive Demographic Data Guidelines." 2024.
National Housing Conference; "Participatory and Inclusive Demographic Data Guidelines." 2024.
Apple Privacy Preserving Machine Learning Conference; “Discrimination and Differentially Private Federated Statistics.” 2024.
Columbia School of Social Work; "Participatory and Inclusive Demographic Data Guidelines." 2024.
National Fair Housing Alliance Responsible AI Symposium; “Assessing Algorithmic Discrimination.” 2024.
Greenling Institute Just Futures Summit; “Embedding Equity into AI and Automated Decision Systems.” 2023.
Data Justice Conference; "Participatory and Inclusive Demographic Data Collection for Algorithmic Fairness." 2023.
Mozilla Festival; "Towards a Data Justice Framework for AI Developers." 2023.
PUBLIC SPEAKING
University of Cambridge: Diana E. Forsythe Prize for Best Paper. 2025.
UC Berkeley: Best Undergraduate Thesis. 2019.
UC Berkeley: International Studies Departmental Citation. 2019.
UC Berkeley: Valedictorian Finalist. 2019.
Woman Leadership RISE Award Winner UC Berkeley Academic Opportunity Grant. 2018.
UC Berkeley: Undergraduate Merit Scholar. 2018.
UC Berkeley: Geist and Rosberg Undergraduate Research Fellowship. 2018.
AWARDS
WIRED: “California Voted for Cheaper Uber Rides. It May Have Hurt Drivers.” 2022.
The American Prospect: “How to Pay Under the Minimum Wage in California.” 2022.
Mission Local: “Gig bits: Biden’s crackdown on gig-worker exploitation finally arrives.” 2022.
MarketWatch: “Uber and Lyft drivers net less than $7 an hour after California law passed, driver-led study finds.” 2022.
USA Today: “Biden wants cities to spend American Rescue Plan cash on police. We wish they wouldn't.” 2022.
Fast Company: “The secret to building a smart city that’s antiracist.” 2021.
PRESS
I grew up in Lake Tahoe, CA and graduated from U.C. Berkeley in 2019 with a B.A. in Critical Development Studies & Gender Studies. I love worker solidarity, clothing, fighting Big Tech, and talking on the phone. I'm currently based in New York City.