Civilian stakeholder cohort
College-Educated Liberal Civic Stakeholders
An aggregate civic stakeholder cohort. Membership, views, wealth, influence, and willingness to collaborate are never inferred for an individual.
Stakeholder ID: stakeholder:college-educated-liberal-civic-stakeholders
Included: Aggregate or publicly documented cohort membership only.
Not included: No political orientation, endorsement, wealth, loyalty, religion, ethnicity, or willingness to collaborate is inferred.
Source basis: U.S. Census Bureau, U.S. Bureau of Labor Statistics, National Center for Education Statistics
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.
- Households receiving means-tested assistance — Modeled similarity 0.595; D5; rank 1; low reliability; evidence insufficient evidence
- Territorial and island communities — Modeled similarity 0.587; D5; rank 2; low reliability; evidence insufficient evidence
- Homeowners with mortgages — Modeled similarity 0.580; D5; rank 3; low reliability; evidence insufficient evidence
- People experiencing homelessness — Modeled similarity 0.577; D5; rank 4; low reliability; evidence insufficient evidence
- Transportation and logistics workers — Modeled similarity 0.576; D5; rank 5; low reliability; evidence insufficient evidence
- Urban residents — Modeled similarity 0.573; D5; rank 6; low reliability; evidence insufficient evidence
- Agricultural workers — Modeled similarity 0.572; D5; rank 7; low reliability; evidence insufficient evidence
- Veterans — Modeled similarity 0.572; D5; rank 8; low reliability; evidence insufficient evidence
- Households below the poverty threshold — Modeled similarity 0.568; D5; rank 9; low reliability; evidence insufficient evidence
- Formerly incarcerated people — Modeled similarity 0.565; D5; rank 10; low reliability; evidence insufficient evidence
Evidence-supported relationships
These issue relationships are an independent evidence overlay; an empty section does not affect modeled neighbors.
- Aging & Long-Term Care — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names workforce 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 workforce 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 workforce 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 credential 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 credential 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 college, workforce 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 credential 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 credential 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 credential 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 credential 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 credential 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 credential as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Religion in Schools & Education — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names academic 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 credential 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 workforce 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 credential 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 credential 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 credential 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 credential as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Women in Healthcare & Care Work — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names credential 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 credential 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 workforce 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 workforce as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Profile completeness: 12.1%; unassessed values remain missing, never zero.