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The Data Gap

Gap Visualisation

A visual comparison of hair discrimination infrastructure, legislation, and institutional support in the US versus Europe — documenting where gaps persist.

The US-Europe Gap at a Glance

The table below presents a side-by-side comparison of the infrastructure that exists to address hair discrimination in the United States and in Europe. Each dimension is colour-coded: green indicates that meaningful infrastructure exists, amber indicates partial or emerging coverage, and red indicates that the infrastructure is absent or negligible.

This visualisation is the founding argument of CROWN. It documents not opinions but verifiable facts about what has been built, what has not, and where CROWN’s research, technology, and advocacy programmes are designed to fill the gaps.

DimensionUnited StatesEuropeCROWN's Response
Prevalence DataExtensive (Dove 2023, Yale 2024, UConn 2025)No population-scale studiesCROWN Discrimination Index
Standardised Measurement IndexPartial (Dove metrics, not standardised)NoneCDI Methodology
Objective Hair DataAcademic (WSU 2024), proprietary (L'Oreal)Proprietary only, not diversity-validatedCROWN Hair Commons
Diagnostic TechnologyCommercial tools, limited texture coverageNo tools designed for full texture spectrumCROWN Diagnostic
State/National Legislation24 states enacted CROWN ActFrance (National Assembly passed, Senate pending)Legislative Tracker
Federal/EU LegislationFederal CROWN Act introduced, not enactedNo EU directive, Racial Equality Directive ambiguousEU Analysis
Coalition/Advocacy OrganisationDove CROWN Coalition (since 2019)No equivalent organisationCROWN Association
Workplace ResearchMultiple studies (Dove/LinkedIn 2023)No systematic workplace studiesCDI Applications
School Policy ResearchDocumented (UConn 2025, school policy studies)UK EHRC guidance onlySchools Research
Health Impact DataNIH 2022 (cancer risk), mental health studiesNo European health impact studiesHealth Research
Clinical Therapeutic ProtocolNo structured protocolNo structured protocol360° Protocol
Open Hair DatasetLimited academic datasetsNoneCROWN Hair Commons
Corporate Compliance ToolsEmerging (state-level requirements)No tools or standardsCompliance Programme

Reading the Visualisation

The pattern is clear.

In the United States: a decade of investment in research, advocacy, and coalition-building has produced extensive data, 24 states with enacted legislation, and growing corporate awareness. Gaps remain — no federal law, limited clinical therapeutic responses — but the foundation exists.

In Europe: across nearly every dimension, the infrastructure is absent or nascent. France’s Serva bill and the UK’s EHRC guidance represent important progress, but they are exceptions in a landscape dominated by the colour red.

Where CROWN builds: the rightmost column shows CROWN’s programmatic response to each gap. The CDI addresses the measurement gap. The Diagnostic addresses the technology gap. The Data Commons addresses the data gap. The Legislative Hub addresses the policy gap. The 360° Protocol addresses the therapeutic gap — one that exists on both sides of the Atlantic.

A Living Document

This visualisation is updated as the landscape evolves. As CROWN produces data, as European legislation advances, as new research is published, the colours change. The goal is to move every European cell from red through amber to green — not by CROWN alone, but through the combined efforts of researchers, policymakers, corporations, and civil society.

The current state of the visualisation is CROWN’s founding argument. Its future state will be the measure of our impact.

For the underlying statistics, see Key Statistics. For the complete bibliography, see Source Library.

Stay informed on our research and advocacy

Quarterly updates on discrimination research, legislative developments, and clinical programmes.