Data & Methodology

The evidence behind the intelligence.

COBE Intelligence is grounded in the Cost of Black Excellence Research Project. This page explains the current dataset, consent position, research design, interpretation boundaries and how evidence moves into organisational decision-making.

1,153participants in the current research dataset
100%consented through the research form or separately by email
Mixedclosed survey items and open-text accounts analysed together
6connected workforce signals used in COBE Intelligence interpretation
Research Leadership

The Cost of Black Excellence Research Project is led by Natasha Williams.

The project examines how racialised workplace conditions shape performance pressure, identity management, psychological safety, health, progression and retention among Black professionals.

COBE Intelligence does not replace the research programme. It is the organisational interpretation layer: translating findings into questions, diagnostics, leadership priorities and action.

Research Design

Mixed evidence. Clear boundaries.

The current analytical framework is qualitative-dominant, cross-sectional and convergent mixed-methods. Closed survey items describe patterns and associations. Open-text responses explain mechanisms, variation and employment responses.

01

Quantitative

Closed survey items are analysed descriptively to show the prevalence of reported workplace experiences, health impacts and employment responses.

02

Qualitative

Open-text responses are coded thematically to identify recurring mechanisms, burdens and patterns that sit underneath the headline figures.

03

Integrated

The two evidence strands are read together so numerical patterns and participant accounts inform the same analytical picture.

Current Analysis

What the dataset currently shows.

The figures below refer to the current consented dataset of 1,153 participants.

MeasureCurrent findingHow COBE Intelligence reads it
Performance pressure86.3% always or often feel they must work harder than others to be seen as competent.A potential performance and credibility burden that should be examined alongside workload, assessment and management practice.
Identity suppression86.9% have toned down aspects of identity to succeed professionally.A signal relevant to psychological safety, belonging and voice.
Workplace harm89.1% report microaggressions, bias or discrimination occasionally or frequently.A recurring condition rather than a single-event lens.
Health impact93% selected at least one physical or emotional symptom in the previous 12 months.A reason to connect workforce conditions with recovery, health and sustainability.
Retention91.3% have considered leaving or left a role to protect wellbeing.A material retention signal requiring deeper organisational diagnosis.
Analytical Standards

What we do not claim.

  • Cross-sectional associations are not presented as proof of causality.
  • Participant accounts are anonymised before use in organisational outputs.
  • Headline findings are not used to diagnose an individual employee.
  • Organisational recommendations require context, not statistics alone.
  • Evidence gaps and uncertainty are stated rather than filled with assumptions.
The Excellence Tax™

A classification model for compounding workplace burden.

The current core model groups the burden into Survival Tax, Performance Tax and Progression Tax. The three interact rather than operate as isolated experiences.

Explore the model →
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