Methodology

The Black Impact Framework

Most news is written for a general audience. We process the same stories through twelve dimensions of community sovereignty — economic, physiological, psychological, cultural, historical, and civic — and return what general coverage left out.

AI Disclosure

Every brief on Black Impact Lens is generated by an AI system applying the Black Impact Framework. It is not a substitute for human expert review. We publish the framework, the domain definitions, and the scoring formula so readers can check our work.

Composite Score Formula (v1.1 — multi-model panel)

Each story is scored 0–100 on five domains: Economic, Health, Education, Mental Wellness, and Community. The same article is analyzed independently by three AI models from different families. The composite is the average of each model's composite, and per-domain bars show the panel-averaged severity. Bars are normalized to 100% to show each domain's share of total impact within the story. Confidence is derived from cross-model agreement — not from any single model rating itself — using the standard deviation of composite scores plus whether the models agreed on the overall direction (positive / negative / neutral). Domain weights are currently equal pending alignment with a published baseline (Kirwan Opportunity Index / RWJF County Health Rankings) and community validation.

01

Executive Summary

What happened, why it matters, and why Black communities should pay attention — in plain language, no jargon.

02

Black Community Impact Score

A weighted composite score (0–100) with direction (positive ↔ negative) and a confidence rating from Low to High.

03

Economic Impact

Wealth building, employment, cost of living, Black business opportunity, and generational wealth transfer.

04

Mental Health & Emotional Wellbeing

Stress, psychological impact, community trauma lens, and family stability — the area mainstream journalism most often ignores.

05

Physical Health Impact

Chronic disease implications (diabetes, hypertension, kidney disease, cancer outcomes), healthcare access, and prevention.

06

Education Impact

K–12, HBCUs and higher ed, workforce education, and whether the development widens or narrows achievement gaps.

07

Family & Household

Effects on parents, children, seniors, caregivers, and multigenerational households.

08

Community Impact

Neighborhood stability, faith communities, civic engagement, and community organizations.

09

Cultural Assessment

Representation, narrative analysis (deficit-based vs. strengths-based), and cultural relevance.

10

Historical Context

Has this happened before? Redlining, healthcare disparities, educational segregation, workforce exclusion, environmental injustice.

11

Opportunity Analysis

Not just risks — what openings exist for families, businesses, students, healthcare providers, and nonprofits.

12

Actionable Takeaways

What individuals should do, what families should discuss, questions to ask, and organizations that can help.

See the framework at work.

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