Equity and Access in Algorithms,

Mechanisms, and Optimization

our mission statement

To build a research community that places the perspectives and interests of marginalized groups at the foundation of algorithmic and resource allocation systems.

EAAMO was founded in 2016 as Mechanism Design for Social Good (MD4SG). Since then, EAAMO organizes interdisciplinary year-round working groups, community events, and since 2021, the annual Association for Computing Machinery (ACM) EAAMO conference. The EAAMO community has 3,000+ members from 150 institutions and 50 countries. Currently, EAAMO Directors are made up of researchers from six continents. 

Our Goals

Build Community: To build a community with diverse perspectives around technical systems  — interdisciplinary researchers, practitioners, and individuals with lived experiences — to identify and tackle under-resourced areas and inaccessibility.

How do we do this? EAAMO Bridges (formerly MD4SG Working Groups) are semester-long, guided biweekly meetings to structure newly formed networks and develop shared interests into new research, implementation, and advocacy projects. The built-in community of EAAMO Bridges makes our annual ACM EAAMO Conference unique in its pre-conference outreach and post-conference impact

Bridge Research and Practice: To harness mathematical and computational tools towards improving equity and access in the real-world. 

How do we do this?  Since 2017, we have organized tutorials at leading conferences (FAccT, EC, WINE, and more) on deployment-research connection, developing interdisciplinary research, and on integrating the perspective of marginalized groups in computational and mathematical fields. 

Prioritize Outreach: To nurture inclusive spaces where historically marginalized communities are empowered to become partners in these conversations.

How do we do this? Our Summer of Science program pairs indigenous students in Mexico with EAAMO researchers to prepare research proposals aimed at using STEM to improve their local communities. The students then present their research as posters in the annual EAAMO conferences and further develop them in our working groups. Our undergraduate outreach through Harvard ReCompute resulted in an EAAMO reading club and EAAMO Communications internships for undergraduates.   

Innovate Infrastructure: To identify systemic gaps between research and deployment of algorithmic policies such as the differences in incentives, funding model, and human capital; and explore creative ways to bridge the gap. 

How do we do this? Our Faculty Network programming focuses on helping junior faculty start, sustain, and be fairly evaluated for interdisciplinary and community-engaged collaborations.  Similarly, our Doctoral Consortium helps guide computational and mathematical PhD students towards engaged, ethical work in non-academic pathways as well as traditional academic tracks. EAAMO Conference Proceedings (in the ACM Digital Library) provide publication opportunities for work that advances our mission that may not otherwise fit in other publication venues. 

Why Do We Do This?

To ameliorate power imbalances: The nature of academic work and identities of those who undertake research may result in algorithmic and resource allocation systems that do not integrate the perspective of people who experience them; to counter this we must intentionally create alternative communities for research production. 

To help define equity and expand access: Concepts of equity and access can be hard to evaluate and change. Computation and mathematical tools are powerful tools to precisely define these concepts, measure how they are operationalized in systems, and redirect resources to improve outcomes.

To balance rigor, inclusion and operational feasibility in technical discussion: Traditional computational and mathematical tools are inadequate to capture the perspectives of marginalized groups and can also be exclusionary. It is therefore crucial to incorporate the social and humanistic sciences as well as practice-oriented fields. 

To build a long-term grassroots movement: All EAAMO members — regardless of institutional affiliation, geography, or educational background — have an opportunity to have a voice in shaping research in a sustained way through EAAMO’s focus on intentional, patient community building and creative pooling of resources and expertise.

History

In 2016, Rediet Abebe and Kira Goldner started a small reading group to discuss social applications of mechanism design—a mathematical research field that analyzes how to design systems for participants who have private information and may act strategically in their self-interest. Popular examples of mechanism design include designing the rules of auctions and designing how students get matched to schools. Rediet and Kira called their group Mechanism Design for Social Good (MD4SG). Irene Lo and Ana-Andreea Stoica joined the organizing team and the group expanded quickly: by 2018, MD4SG included five more reading groups on a range of topics including healthcare, environment and climate, and online labor markets, 

MD4SG hosted their first workshop in 2017 in conjunction with the Economics and Computation conference (EC). The workshop included papers and invited talks that use mechanism design in a range of applications, including affordable housing, education, and health insurance. MD4SG held three more workshops in conjunction with EC and also ran tutorials in conjunction with the conferences COMPASS, FAccT, and WINE.  

The workshops evolved into the ACM Conference on Equity and Access in Algorithms, Mechanisms and Optimization (EAAMO), the first of which was held online in 2021. The EAAMO conference provided a venue to publish the type of multidisciplinary research that often emerged from the MD4SG working groups. The first in-person EAAMO conference was held in 2022 at George Mason University, just outside Washington D.C. 

In 2024, the activities of MD4SG and the EAAMO conference were combined under the EAAMO banner. By this time, the scope of MD4SG had grown far beyond the initial reading group and the name EAAMO was a more accurate reflection of the community's activities. To recognise the core role that the MD4SG working groups played to bridge research and practice, the working groups became EAAMO Bridges. With support from Cornell Tech's PiTech (Public Interest Technology) initiative, Sera Linardi has been appointed the inaugural executive director of EAAMO, focusing on creating a sustainable future for the organization..

Organizers

  • Sera Linardi

    Executive Director

  • Charles Cui

    Director of Working Groups

  • Francisco J. Marmolejo Cossio

    Director of Partnerships

  • George Obaido

    Co-Director of Operations

  • Matthew Olckers

    Director of Special Projects (on leave)

  • Sandro Radovanović

    Co-Director of Operations

  • Ana-Andreea Stoica

    Director of Finances

  • Rhea Tibrewala

    Rhea Tibrewala

    Director of Communications

  • Lily Xu

    Director of Special Projects

Working Group Organizers

  • Kathleen Cachel

    Working Groups Lead

  • Shubham Singh

    Working Groups Lead

  • Mackenzie Jorgensen

    Conversations with Practitioners

  • Kristen Scott

    Conversations with Practitioners

  •  Flor Ángel Pérez Sánchez

    Flor Ángel Pérez Sánchez

    Equity and Justice for Indigenous Communities in the Americas

  • Yésica Gómez Hernández

    Yésica Gómez Hernández

    Equity and Justice for Indigenous Communities in the Americas

  • Kenya Andrews

    Decolonization of STEM Curriculum

  • Iván Higuera-Mendieta

    Environment

  • Hannah Murray

    Environment

  • Anushka Murthy

    Environment

  • Samuel Taggart

    Inequality

  • Gabriel Agostini

    Urban Data Science and Equity

  • Matt Franchi

    Urban Data Science and Equity

  • Jennah Gosciak

    Urban Data Science and Equity

Team

  • Jessica Finocchiaro

    Community Engagement - Lead

  • Sakina Hansen

    Community Engagement - Regional Europe

  • Corinna Hertweck

    Community Engagement - Regional Europe

  • Sara C. Kingsley

    Community Engagement - Accessibility

  • Ofentse Rice

    Community Engagement - Regional Africa

  • Roozbeh Yousefzadeh

    Community Engagement - Regional MENA

  • Renzhe Yu

    Community Engagment - Mentorship

  • Mir Masood Ali

    Social Media - Twitter Manager

  • Nikhil Garg

    Faculty Network

  • Faidra Monachou

    Faculty Network

  • Eric Sodomka

    Development

  • Yaren Bilge Kaya

    Development

  • Chinasa T. Okolo

    Development

  • Alex DiChristofano

    Incorporation

  • Juba Ziani

    Doctoral Consortium

past leadership

  • Rediet Abebe, Co-founder, 2016-2022

    Kira Goldner, Co-founder, 2016-2018

    Wanyi Li, 2020-2022

    Irene Lo, 2018-2021

  • Doaa Abu-Elyounes, Algorithms, Law, and Policy

    Tejumade Afonja, Development

    Abeba Birhane, Data Economies

    Ali Alkatib, Data Economies and Data Governance

    Elizabeth Bondi-Kelly, Development

    Cristina Crespo Montañés, Environment

    Fernando Delgado, Algorithms, Law, and Policy

    Samuel Galler, Discrimination in Algorithmic Decision-making

    Michelle González Amador, Latin America and Caribbean

    Theia Henderson, Civic Participation

    Zoë Hitzig, Inequality

    Lily Hu, Fairness

    Anson Kahng, Civic Participation

    Richard Lanas Phillips, Discrimination in Algorithmic Decision-making

    Duncan McElfresh, Fairness | Algorithms, Law, and Policy

    Faidra Monachou, Fairness

    Keziah Naggita, Discrimination in Algorithmic Decision-making

    Moses Namara, Development

    Chika Okafor, Inequality

    Chinasa T. Okolo, Development

    Tilsa Oré Mónago, Latin America and Caribbean

    Roya Pakzad, Data Economies

    Juan Felipe Penagos, Latin America and Caribbean

    Lucy Qin, Data Economies

    Manish Raghavan, Fairness | Online Labor Markets

    Christian Ramirez Romero, Conversations with Practitioners

    Mariajose Silva Vargas, Latin America and Caribbean

    Daniel Waldinger, Housing

    Steven Yin, Environment

  • Logan Stapleton, Community Engagement

    Bhushan Suwal, Working Groups

    Bryan Wilder, Working Groups

    Sritej Attaluri, Website

    Kehinde Aruleba, Membership

    Gustavo Dias, Membership

    Jude Imuede, Membership

    Kweku Kwegyir-Aggrey, Membership

    Ifeoma Okoh, Membership