Publications
Peer-reviewed papers, working papers and policy briefs will be listed and downloadable here.
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Arm 02 · Academic credibility engine
AIBRAI Research
Independent peer-reviewed, academic and mandated research — produced in collaboration with universities, regulators, civil society and industry partners worldwide.
Capabilities
What AIBRAI Research delivers.
A focused, professional service portfolio — defensible to regulators, courts and peer review.
- 01Sectoral bias studies designed for submission to peer-reviewed venues such as FAccT, AIES and adjacent conferences
- 02Mandated research for regulators, ministries and multilateral bodies — formal commissions on specific AI risks, sectors or jurisdictions
- 03Academic research programmes designed to be co-led with European universities and international partners
- 04Commissioned evidence reviews for NGOs and foundations — from rapid scoping to longitudinal studies
- 05Workshops, roundtables and methodological training for audit teams, ethics boards and government labs
- 06Comparative legal analysis spanning the EU AI Act, GDPR, Swiss nDSG, US Executive Order, UK AI White Paper, Singapore Model AI Governance, Council of Europe AI Convention and global frameworks
- 07A planned annual State of AI Bias report with open datasets, replication packages and reference implementations
- 08Policy responses and formal submissions to European institutions, national regulators and standard-setting bodies
Who it's for
Built for the people closest to the decision.
Peer-reviewed. Replicable. Open by default.
- Universities and research consortia
- Regulators and multilateral bodies
- Civil-society organisations and foundations
- Investigative journalists and policy teams
How it works
A reproducible four-step protocol.
- 01
Question
Frame the research question with affected communities and domain experts.
- 02
Method
Pre-register protocol, sampling, fairness metrics and replication plan.
- 03
Evidence
Run studies with academic and civil-society partners; release datasets openly.
- 04
Publish
Peer-reviewed paper, policy brief and plain-language summary.
Workstreams
Organised by purpose.
Each workstream is a living space — outputs, reports and engagements will be published here as they are released.
Annual State of AI Bias
The flagship yearly report with open datasets and replication packages.
Workshops & roundtables
Open and invitation-only research events co-hosted with academic and civil-society partners.
Library
Publications, datasets & links.
A living catalogue of peer-reviewed studies, working papers, briefings and external references curated by AIBRAI.
Engagement
How to work with us
Every engagement is scoped to the system, jurisdiction and stakeholders involved. Reach out for a short scoping call — pro-bono for civil society and affected individuals, capacity permitting.
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Ready to engage AIBRAI Research?
Most engagements start with a 30-minute scoping call. Pro-bono support is available for civil-society organisations and for individuals affected by AI bias.