Combatting Bias

A project focusing on identifying and mitigating biases in data creation within the Humanities and Social Sciences.

Hosted at Huygens Institute & International Institute of Social History. Funded by the Thematic Digital Competence Centre Social Sciences & Humanities (TDCC-SSH).

Combatting Biascombattingbias
2025-03-24

๐Ÿ“ข NEW BLOG POST | Prisoners of the (written and accessible) Past: Reflections on Bias in the Dutch East India Company Historianโ€™s Craft

In this blog post, Manjusha Kuruppath examines the several forms of bias that a researcher encounters in the written archive.

Read it here! โžก๏ธ combattingbias.huygens.knaw.nl

Combatting Biascombattingbias
2025-03-19

๐Ÿ“ข NEW BLOG POST | Our colleague Renate Smit provides a great overview of the successful proceedings at the Colonial Archives and Meaningful Digital Infrastructures Symposium in January 2025. The Symposium was co-organised by Combatting Bias, GLOBALISE, IISG Resisting Enslavement, and the Radboud Institute for Culture & History, and followed by Matthias van Rossumโ€™s inaugural lecture๐ŸŽ“๐ŸŽ‰

Read it here! โžก๏ธ combattingbias.huygens.knaw.nl

(Note: the blog post has been cross-posted from Globalise's website)

Combatting Bias boosted:

DANS delivered a guest lecture at the University of Amsterdam on depositing interviews and oral history data into the DANS Data Station for Social Sciences and Humanities. These insights and methodologies are now available on Zenodo, helping researchers improve their understanding of oral history in academia. Access the resources here ๐Ÿ‘‰ buff.ly/4k9dhnd #OralHistory #DataManagement

@uva_amsterdam

Combatting Biascombattingbias
2025-02-20

๐Ÿ“ ETHICAL COMMITMENTS | Accountability is a core part of responsible research. We have published our Ethical Commitments - aligned with Combatting Biasโ€™ mission - as one way to keep ourselves accountable for the work we are producing.

โžก๏ธ Read them here: combattingbias.huygens.knaw.nl

We're curious, how do you keep yourself accountable? ๐Ÿ’ก

Weโ€™re always open for further comments, questions, and feedback - contact us! combattingbias.huygens.knaw.nl

Combatting Bias boosted:

Today, Iโ€™m in The Hague where the #FAIRfest celebrates the conclusion of the #EOSC projects #FAIRIMPACT and #FAIRCORE4EOSC

Phot of a stage with the speaker (Ingrid Dillo from DANS) standing at a podium in front of a projection screen with a blue slide that reads welcome & introduction. On the left, a white roll up banner of FAIR IMPACT.
Combatting Biascombattingbias
2025-01-20

๐Ÿ“ข NEW BLOG POST | ๐—ฅ๐—ฒ๐—ณ๐—น๐—ฒ๐—ฐ๐˜๐—ถ๐—ป๐—ด ๐—ผ๐—ป ๐—•๐—ถ๐—ฎ๐˜€: ๐—Ÿ๐—ฒ๐˜€๐˜€๐—ผ๐—ป๐˜€ ๐—ณ๐—ฟ๐—ผ๐—บ ๐˜๐—ต๐—ฒ ๐—ฉ๐—ข๐—– ๐——๐—ฎ๐˜๐—ฎ ๐—˜๐˜…๐—ฝ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ

When working with data, what's missing can be as important as what's recorded. Through a museum installation about the Dutch East India Company, Lodewijk Petram explores how datasets reflect institutional priorities and shape narratives.

Read it here! โžก๏ธ combattingbias.huygens.knaw.nl

Combatting Biascombattingbias
2025-01-16

After the symposium you are invited to attend the inaugural lecture of Matthias van Rossum (in Dutch): De โ€˜jongensโ€™ van Bontekoe? Over nut en noodzaak van mondiale geschiedenissen van kolonialisme en arbeid.

Start at 15.45 in the Aula (Comeniuslaan 2, Nijmegen). This is a few minutes' walking distance. Separate registration is required: ru.nl/over-ons/agenda/oratie-p.

Combatting Biascombattingbias
2025-01-16

Save the date in your calendars! โœ๏ธ

The symposium 'Colonial Archives and Meaningful Digital Infrastructure' will address the opportunities and challenges of archives and archiving practices within the digital sphere. This will be explored and discussed through a variety of perspectives, respresenting researchers, cultural heritage experts, archivists, and communities.

Hope to see you there!๐Ÿ‘‹

Sign up here: eventbrite.com/e/tickets-colon

Combatting Bias boosted:
Timnit Gebru (she/her).timnitGebru@dair-community.social
2024-12-16

Dear computer vision researchers, students and practitioners ๐Ÿ”‡ ๐Ÿ”‡๐Ÿ”‡

Remi Denton and I have written what I consider to be a pretty comprehensive paper on the harms of computer vision systems reported to date, from different angles, and how people have proposed addressing them, from many angles.

As we say in the introduction, this isnโ€™t a paper from the lens of fairness in machine learning, although we touch on those works a little bit.

โ–ถ๏ธ Link for PDF: cdn.sanity.io/files/wc2kmxvk/r

Screenshot of the table of contents, part 2. 

6 Systemic Change 285
6.1 Collective Action and Whistleblowing . . . . . . . . . . . . 285
6.2 Refusal/The Right not to Build Something . . . . . . . . . 287
6.3 Independent Funding Outside of Military and Multinational
Corporations . . . . . . . . . . . . . . . . . . . . . . . . . 289
7 Conclusion 291
References 293Screenshot of the table of contents, part 1

Contents
1 Introduction 217
2 Positionality 221
3 Overview of Risks and Harms Associated with Computer
Vision Systems and Proposed Mitigation Strategies 223
3.1 Representational Harms . . . . . . . . . . . . . . . . . . . 223
3.2 Quality-of-Service and Allocative Harms . . . . . . . . . . 229
3.3 Interpersonal Harms . . . . . . . . . . . . . . . . . . . . . 237
3.4 Societal Harms: System Destabilization and Exacerbating
Inequalities . . . . . . . . . . . . . . . . . . . . . . . . . . 245
4 Frameworks and Principles for Computer Vision
Researchers 266
4.1 Guidelines for Responsible Data and Model Development . 267
4.2 Measurement Modeling . . . . . . . . . . . . . . . . . . . 271
4.3 Reflexivity . . . . . . . . . . . . . . . . . . . . . . . . . . 273
5 Reorientations of Computer Vision Research 276
5.1 Grounded in Historical Context and Considering
Power Dynamics . . . . . . . . . . . . . . . . . . . . . . . 276
5.2 Small, Task Specific . . . . . . . . . . . . . . . . . . . . . 279
5.3 Community-Rooted . . . . . . . . . . . . . . . . . . . . . 280
Combatting Bias boosted:

Congratulations to @timnitGebru for being awarded the 2025 Miles Conrad Awardee!

"The award recognizes her critical work on the dangers of biases in AI as the information community grapples with ethics and rapidly advancing technologies."

Dr. Gebru will deliver the Miles Conrad Lecture at #NISOPlus25.

niso.plus/2024/12/dr-timnit-ge

Combatting Bias boosted:
Maarten van Gompel (proycon)proycon@social.anaproy.nl
2024-12-16

In the scope of the Globalise project we've worked on automatic language identification of letters that were shipped back home by the VOC (East India Company) from 1610 to 1796, as preserved by the National Archive. They've been digitised, and automatically transcribed. While the vast majority is in Dutch (unsurprisingly), there are some notable and beautiful exceptions. My colleague has just published a blog post on it: globalise.huygens.knaw.nl/the-

#globalise #humanities #history #voc #nlproc

Combatting Biascombattingbias
2024-12-11

๐Ÿ“ข NEW BLOG POST | 'I' am here! The necessity of acknowledging the historian in scholarship.

Kicking off our new series on positionality and bias! Through personal reflections, our team explores how acknowledging our own perspectives leads to stronger, more transparent scholarship.

Team member Amber has written the first blog, reflecting on her experiences (and challenges) with positionality.

Read it here! combattingbias.huygens.knaw.nl

Combatting Bias boosted:

Like last year, the flash talks at the #ODISSEI2024 conference are providing a handy overview of tools and services available for #socialscience researchers in NL. Shoutout to the SoDa team @odissei_soda, nice flash talk by Erik-Jan van Kesteren @erikjan

Speaker Erik-Jan van Kesteren standing on stage in front of a crowd, behind him a presentation slide that reads: what we do; consultations, collaborations, tutorials, workshops, fellowships
Combatting Biascombattingbias
2024-11-27

The Dutch government's proposed budget cuts threaten to limit international students and staff, reduce English-taught programs, and slash funding. This will harm Dutch universities, research, and society!

Vecht, vecht, vecht! Studeren is een recht! โœŠ

protests against higher education budget cuts poster about protest against higher education budget cut
Combatting Bias boosted:
Dutch Reproducibility NetworkDutch_Reproducibility_Network
2024-11-25

We are live! The website with all* workshop and talk abstracts is now online:

reproducibilitynetwork.nl/abst

We are looking forward to discussing the Future of Reproducibility with you!

*almost all - we are updating the website as the last abstracts come in

Combatting Bias boosted:

10 December - The ODISSEI conference seeks to bring together a community of computational social scientists to discuss #data, methods, infrastructure, ethics and theoretical work related to digital and computational approaches in social science #research

Join the DANS session 'The Next Generation of Data Management with Artificial Intelligence' and 'Improving the Transparency of Data Access Procedures', and visit us on the marketplace. 

Register here ๐Ÿ‘‰ edu.nl/ga6wm

ODISSEI conference 10 Dec
Combatting Bias boosted:
Prof. Emily M. Bender(she/her)emilymbender@dair-community.social
2024-11-20

A Guide for Creating and Documenting Language Datasets with Data Statements Schema Version 3 (McMillan-Major & Bender, 2024) is now available!

techpolicylab.uw.edu/data-stat

Data Statements schema version 3 builds on McMillan-Major's 2023 dissertation Language Dataset Documentation Design: Learning from Deaf and Indigenous Communities. The updated guide serves as both a resource for writing data statements and as an aid for planning data collection.

Combatting Biascombattingbias
2024-11-15

Weโ€™re creating a diverse and collaborative resource list on bias in data practices. Access and contribute to it here! ๐Ÿ“‚

docs.google.com/spreadsheets/d

๐Ÿค” Have thoughts on:
- Resources we should include?
- Smart ways to organize this material?
- Making this more collaborative?

โžก๏ธ Get involved! Comment or email us: combattingbias[at]gmail[dot]com ๐Ÿ“ง

โ„น For more information on our motivations and challenges: combattingbias.huygens.knaw.nl

Combatting Biascombattingbias
2024-11-11

The Combatting Bias project was successfully kicked-off a month ago! ๐Ÿ™Œ The coming year, we will be looking at the role of bias in dataset creation and its mitigation:

๐Ÿ“Œ Balancing openness vs sensitivity
๐Ÿ“Œ Effective documentation
๐Ÿ“Œ Including diverse perspectives

To read more about these, please take a look at our blogpost: combattingbias.huygens.knaw.nl

Group photo taken of the attendees and organisers.

Client Info

Server: https://mastodon.social
Version: 2025.04
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