Civilian stakeholder cohort
Advanced-Degree 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:advanced-degree-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.
- U.S.–Afghanistan Dual Nationals — Modeled similarity 0.649; D6; rank 1; limited reliability; evidence insufficient evidence
- U.S.–Albania Dual Nationals — Modeled similarity 0.649; D6; rank 2; limited reliability; evidence insufficient evidence
- U.S.–Algeria Dual Nationals — Modeled similarity 0.649; D6; rank 3; limited reliability; evidence insufficient evidence
- U.S.–Andorra Dual Nationals — Modeled similarity 0.649; D6; rank 4; limited reliability; evidence insufficient evidence
- U.S.–Angola Dual Nationals — Modeled similarity 0.649; D6; rank 5; limited reliability; evidence insufficient evidence
- U.S.–Antigua and Barbuda Dual Nationals — Modeled similarity 0.649; D6; rank 6; limited reliability; evidence insufficient evidence
- U.S.–Argentina Dual Nationals — Modeled similarity 0.649; D6; rank 7; limited reliability; evidence insufficient evidence
- U.S.–Armenia Dual Nationals — Modeled similarity 0.649; D6; rank 8; limited reliability; evidence insufficient evidence
- U.S.–Australia Dual Nationals — Modeled similarity 0.649; D6; rank 9; limited reliability; evidence insufficient evidence
- U.S.–Austria Dual Nationals — Modeled similarity 0.649; D6; 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.
- Administrative Discretion & Accountability — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Algorithmic Discrimination & Surveillance — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Association Is Not Participation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Caregiver Consent, Scope & Compensation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Caste, Colorism, Phenotype, Language & National-Origin Hierarchy — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Coerced Mediation & Go-Between Roles — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Community Benefit & Impact Measurement — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Corporate Public Affairs & Institutional Trust — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Cross-System Compounding & Intersectional Amplification — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Cumulative & Intergenerational Disadvantage — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Data & AI Stewardship — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Data Classification & Measurement Fidelity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Diaspora, Bi-National & Immigrant-Generation Variation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research 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.
- Donor Privacy & Transparent Influence — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research 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, professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Extractive Partnerships & Reputation-Washing — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Family Office & Civic Capital Stewardship — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Fiduciary Duty & Stakeholder Governance — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Foreign-Influence Rules & Civil Liberties — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Guilt by Association & Social-Graph Inference — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Identity Is Not Agency — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Indigenous Sovereignty & Settler-Colonial Structures — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Institutional Procurement & Supply-Chain Responsibility — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Institutional Rule Design & Disparate Implementation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Labor, Education & Public-Service Segregation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional 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.
- Nonreligious & Conscience Rights — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names science as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Philanthropic Accountability & Community Power — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Political Ambiguity & the Right Not to Declare — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Public-Figure & Private-Civilian Boundaries — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional 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 research 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.
- Religious Accommodation at Work — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names science as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Remedy, Retaliation & Access to Redress — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Research & Editorial Independence — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research 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.
- Responsible Investment & Stewardship — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Retaliation & Informal Sanctions — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Right to Refuse, Withdraw & Separate — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Spatial Segregation & Unequal Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Succession & Intergenerational Stewardship — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Threat Documentation, Due Process & Redress — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Transnational Repression & Diaspora Safety — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Unequal Resource Allocation & Public Investment — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research 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.
- Voluntary Role Authorization — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Women in Education & Academia — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Women in Finance & Professional Services — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional 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 in Law, Courts & Public Safety — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names professional 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.
- Women, Disability & Health Access — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names research 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 professional as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Profile completeness: 32.6%; unassessed values remain missing, never zero.