The scales of (algorithmic) justice: tradeoffs and remedies. - Matthew Sun; Marissa Gerchick (AI Matters, 2019)

Measuring Data. - Margaret Mitchell; Alexandra Sasha Luccioni; Nathan Lambert 001; Marissa Gerchick; Angelina McMillan-Major; Ezinwanne Ozoani; Nazneen Rajani; Tristan Thrush; Yacine Jernite; Douwe Kiela (CoRR, 2022)

Challenge Accepted? A Critique of the 2021 National Institute of Justice Recidivism Forecasting Challenge. - Tobi Jegede; Marissa Kumar Gerchick; Amreeta S. Mathai; Aaron Horowitz (EAAMO, 2023)

The Devil is in the Details: Interrogating Values Embedded in the Allegheny Family Screening Tool. - Marissa Gerchick; Tobi Jegede; Tarak Shah; Ana Gutierrez; Sophie Beiers; Noam Shemtov; Kath Xu; Anjana Samant; Aaron Horowitz (FAccT, 2023)

The Misuse of AUC: What High Impact Risk Assessment Gets Wrong. - Kweku Kwegyir-Aggrey; Marissa Gerchick; Malika Mohan; Aaron Horowitz; Suresh Venkatasubramanian (FAccT, 2023)

Auditing the Audits: Lessons for Algorithmic Accountability from Local Law 144's Bias Audits. - Marissa Kumar Gerchick; Ro Encarnación; Cole Tanigawa-Lau; Lena Armstrong; Ana Gutiérrez; Danaë Metaxa (FAccT, 2025)

Bridging Prediction and Intervention Problems in Social Systems. - Lydia T. Liu; Inioluwa Deborah Raji; Angela Zhou; Luke Guerdan; Jessica Hullman; Daniel Malinsky; Bryan Wilder; Simone Zhang; Hammaad Adam; Amanda Coston; Benjamin Laufer; Ezinne Nwankwo; et al. (CoRR, 2025)