Civilian stakeholder cohort

Urban residents

Residents of areas classified as urban through governed federal geographic definitions.

Stakeholder ID: stakeholder:urban-residents

Included: Residents of areas classified as urban through governed federal geographic definitions.

Not included: No political view, affiliation, endorsement, or individual identity is inferred.

Source basis: U.S. Department of Agriculture, Economic Research Service

Geography / as of: United States · 2026-07-18

Estimate: unavailable; no estimate has been fabricated.

This profile describes documented stakes, not a uniform viewpoint. Members may disagree about priorities, causes, remedies, and policy outcomes.

Modeled neighbors

These technically valid KNN outputs are published independently of evidence status. Similarity does not establish alliance, consent, affiliation, endorsement, representation, communication, or political behavior.

Homeowners with mortgages — Modeled similarity 0.886; D8; rank 1; limited reliability; evidence insufficient evidence
People experiencing homelessness — Modeled similarity 0.830; D8; rank 2; limited reliability; evidence insufficient evidence
Households receiving means-tested assistance — Modeled similarity 0.825; D8; rank 3; limited reliability; evidence insufficient evidence
Music and Performing-Arts Leaders — Modeled similarity 0.812; D8; rank 4; limited reliability; evidence insufficient evidence
Unemployed job seekers — Modeled similarity 0.808; D8; rank 5; moderate reliability; evidence insufficient evidence
Veterans — Modeled similarity 0.803; D8; rank 6; moderate reliability; evidence insufficient evidence
Finance and Investment Leaders — Modeled similarity 0.798; D7; rank 7; limited reliability; evidence insufficient evidence
Low-wage workers — Modeled similarity 0.779; D7; rank 8; moderate reliability; evidence insufficient evidence
Mission-Aligned Investment Leaders — Modeled similarity 0.779; D7; rank 9; moderate reliability; evidence insufficient evidence
K–12 students — Modeled similarity 0.774; D7; rank 10; limited reliability; evidence insufficient evidence

Evidence-supported relationships

These issue relationships are an independent evidence overlay; an empty section does not affect modeled neighbors.

Climate & Public Health — Evidence-supported relationship; mixed; evidence confidence 0.72. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Housing Segregation & Displacement — Evidence-supported relationship; mixed; evidence confidence 0.72. The governed issue scope names housing, displacement, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Aging & Long-Term Care — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Anti-Asian Bias & Subgroup Safety — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Anti-Asian Bias & Indo-Tibetan Misclassification — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Asylum Access & Due Process — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Black Civic Power & Representation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Black Education & Institutional Opportunity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Black Health Equity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Black Wealth & Homeownership — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Black Youth Safety & Opportunity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Care Economy — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Childcare & Early Learning — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Childcare, Eldercare, Leave & Household Decision-Making — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Climate Displacement & Insurance — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names transit, housing, displacement as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Coastal Climate Risk & Insurance — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Coercive Enforcement, Administrative Domination & Remedy — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names transit as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Data, AI, Mobility & Gender-Responsive Services — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Disabled & Wounded Service Member Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names transit, housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Disaster Recovery & Community Resilience — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Race, Education & Opportunity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Education, Skills, STEM & Digital Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names transit, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Extraction, Land Use & Community Consent — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Healthcare Affordability & Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Himalayan Borderland Mobility & Family Life — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Himalayan Language & Cultural Continuity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Housing Security — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Immigrant Family Stability — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Immigrant Worker Rights — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Immigration Detention & Due Process — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Incarceration & Reentry — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Income & Wealth Security — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Indigenous Sovereignty & Public Systems — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Heritage, Civic Voice & Loyalty Suspicion — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Indo-Tibetan Migration, Asylum & Consular Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Indo-Tibetan Self-Naming & Data Fidelity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Transnational Pressure & Digital Safety in Indo-Tibetan Communities — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Indo-Tibetan Youth, Education & Belonging — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Inland Water, Drought & Heat — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Institutional Protection, Justice, Survivor Remedy & Redress — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Internal & Climate Displacement — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, displacement as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Land, Housing, Resource Allocation & Separate Development — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Language Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latinidad Civic Power & Representation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latinidad Data Fidelity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latinidad Education Pathways — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names transit, housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latinidad Family Stability & Belonging — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latinidad Health Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latinidad Language Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latinidad Media Representation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latinidad Worker Power & Labor Standards — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Latino Community Differences & Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
LGBTQ+ Aging & Long-Term Care — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Employment & Housing Equality — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
LGBTQ+ Military Service — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Maternal Health Equity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Men in Indo-Tibetan & Himalayan Communities — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Entry, Retention & Promotion — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Military Family Care & Mobility — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Military Sexual Harm & Accountability — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Pathways, Status & Regularization — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Policing & Accountability — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Pretrial Justice & Sentencing — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Property, Finance, Entrepreneurship & Market Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Racial Data Fidelity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Racial Equity in Healthcare — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Racial & Religious Minority Military Service — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Refugee Resettlement & Integration — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Regional Labor-Market Transition — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, transit, housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Religious Land Use & Community Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Religious & Monastic Institutions in Himalayan Communities — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Reserve, Guard & Civilian Employment — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Rural Access & Service Capacity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
State & Local Policy Divergence — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Suburban Diversity & Institutional Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Territorial, Island & Commonwealth Status — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Territorial Separation, Movement & Residency Control — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names displacement as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Tibetan Diaspora, Statelessness & Documentation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Transportation & Digital Connectivity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, transit, housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Tribal, Frontier & Borderland Jurisdiction — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Urban Affordability & Displacement — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban, transit, housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Veteran Health & Mental Health — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Veteran Housing & Homelessness — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Veteran Transition, Employment & Credentialing — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names transit, housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Veterans’ Civic Belonging & Public Narrative — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Women in Indo-Tibetan & Himalayan Communities — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names urban as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Women’s Military Service Conditions — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Women in Transportation & Logistics — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Worker Power & Labor Standards — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing, infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Workplace Leadership, Bargaining, Governance & Accountability — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names infrastructure as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Workplace Racial Equity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names housing as a material exposure, service, role, or dependency relevant to this source-defined cohort.

Profile completeness: 47.9%; unassessed values remain missing, never zero.

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