Socially acceptable and fair AI
What does fairness mean? How is fairness perceived? How can fairness be implemented in AI?
Data-based decision-making systems are increasingly affecting people’s lives. Such systems decide whose credit loan application is approved, who is invited for a job interview and who is accepted into university. This raises the difficult question of how to design these systems, so that they are compatible with fairness and justice norms. Clearly, this is not simply a technical question - the design of such systems requires an understanding of the social context of these applications and requires us to think about philosophical questions.
Our team therefore combines expertise from the fields of philosophy, computer science and economy to tackle this question. The aim of our interdisciplinary project is the development of a methodology for the design of fair AI applications. This methodology will help guide stakeholders when considering the usage of AI in a socially responsible way, and will make it possible to train software developers in ethical topics.
Funding
As part of the National Research Programme “Digital Transformation” (NRP 77), our project is funded by the Swiss National Science Foundation (SNSF)
News
| Jun, 2022 | Thanks to all 48 researchers for joining EWAF’22 and making this an event full of interesting discussions! We’re looking forward to seeing how the European algorithmic fairness community grows in the future. |
|---|---|
| Jun, 2022 | Joe and Christoph are organizing a workshop at the Swiss Conference on Data Science (SDS) 2022 on how to develop fairer algorithms. The workshop will take place on June 22, 2022. You can still register. |
| Jun, 2022 | Tonight, our panel discussion about (un)fair algorithms took place at the Museum für Gestaltung in Zurich. The debate about fairness is highly political and has to include all of society. That’s why we’re so happy that about 100 people came to discuss this important topic with us. |
| Mar, 2022 | At EPFL’s Applied Machine Learning Days 2022, Joe and Corinna gave a workshop with ethix about how to develop fairer algorithms. About 40 people from academia and the industry, with backgrounds in tech, business and social sciences, came and brought their perspective to the workshop. You can read more about it in this article published in Le Temps (in French). |
| Mar, 2022 |
As part of the exhibition “Planet Digital”, we’re hosting a panel discussion with AlgorithmWatch Switzerland and Stiftung Mercator at the Museum für Gestaltung in Zurich.
Where: Lecture hall, Museum für Gestaltung, Ausstellungsstrasse 60, Zurich When: Thursday, June 2, 6pm - 8pm Speakers: Moritz Leuenberger, Hans Peter Gränicher (CEO of D ONE), Anna Mätzener (managing director of AlgorithmWatch Switzerland) und Christoph Heitz (professor at the Zurich University of Applied Sciences) |
| Mar, 2022 | We’re excited to share that Joe has been selected as fellow for Carnegie Mellon’s Data Science for Social Good 2022 Summer Fellowship. Congrats, Joe! |
| Mar, 2022 | Joe and Corinna are organizing a workshop at EPFL’s Applied Machine Learning Days 2022 on how to develop fairer algorithms. It’ll take place on Sunday, March 27, 2022. |
| Mar, 2022 | Christoph was on the Swiss news program “10vor10” to talk about (un)fair algorithms and our exhibit at “Planet Digital”. You can watch the clip here (in German). |
| Feb, 2022 | The exhibition “Planet Digital” at the Museum für Gestaltung in Zurich just opened! Christoph and Corinna collaborated with AlgorithmWatch Switzerland to create an exhibit on (un)fair algorithms. A description of our exhibit (as well as the other exhibits) is available here. |
| Dec, 2021 | Ulrich presented our project at the GoutAI-Seminar of the Center for AI-driven Business (Rennes Business School) on December 14, 2021. |
| Nov, 2021 | We’re currently planning a workshop to bring the European research community on algorithmic fairness together. You can learn more about the workshop here. If you’re interested in participating, please let us know by filling out this 4-question form. |
| Nov, 2021 | Corinna will give a tech talk at CeADAR (Ireland’s Centre for Applied AI) on November 18, 2021. You can sign up here. |
| Nov, 2021 | Ulrich presented our project as part of the lecture series “Digital and networked working environments” of the NRW Forschungskolleg “Design of flexible working environments” of the Universities of Bielefeld and Paderborn on November 11, 2021. |
| Oct, 2021 |
As part of this year’s Swiss Digital Day at ZHAW, we will be at the opening of “Nüü”. We’ll show a short film on “(un)fair algorithms” (in German) that we produced with the help of a production company and you’ll have the chance to test an algorithmic hiring tool yourself (in German, French and English). Learn more about our project at nüü in this blog post (German).
Where: Nüü, Lagerstrasse 45, Zurich When: Wednesday, November 10, 4pm – 10pm |
| Oct, 2021 | Ulrich presented our project at the HR-A networking meeting at the University of Bochum on October 12, 2021. |
| Sep, 2021 | Corinna will be part of a panel discussion on the chances and risks of AI on September 6, 2021. The discussion will take place in Winterthur and is organized by Digital Winterthur. You can sign up here. |
| Jun, 2021 | Corinna will speak at the UCL workshop “Fairness and Diversity in Statistical Science” on July 6, 2021. |
| Jun, 2021 | We’re excited to share that our paper “A Systematic Approach to Group Fairness in Automated Decision Making” just won the prize for the best paper in ethical, legal, and social issues (ELSI) of data science at this year’s Swiss Conference on Data Science. |
| Jun, 2021 | Christoph was a guest on the podcast “Hans wie Heiri”, which is produced by the “Foundation against Racism and Antisemitism - Stiftung gegen Rassismus und Antisemitismus (GRA)” and “Gesellschaft Minderheiten in der Schweiz (GMS)” and focuses on human rights, democracy and anti-racism. Listen to the episode “Rassismus vorprogrammiert? - Chancen und Risiken von Algorithmen” (in German) on Spotify, Apple Podcasts, Google Podcasts or on GRA’s website. |
| May, 2021 | Corinna will present our paper “A Systematic Approach to Group Fairness in Automated Decision Making” at the 8th Swiss Conference on Data Science (SDS 2021) on June 9th. |