Civilian stakeholder cohort
People subject to automated public decisions
People whose access, eligibility, risk, or service outcome is materially processed by an automated public system.
Stakeholder ID: stakeholder:people-subject-to-automated-public-decisions
Included: People whose access, eligibility, risk, or service outcome is materially processed by an automated public system.
Not included: No political view, affiliation, endorsement, or individual identity is inferred.
Source basis: CDC/ATSDR
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.
- Research and Academic Leaders — Modeled similarity 0.839; D8; rank 1; moderate reliability; evidence insufficient evidence
- Noncitizen residents — Modeled similarity 0.806; D8; rank 2; limited reliability; evidence insufficient evidence
- U.S.–Afghanistan Dual Nationals — Modeled similarity 0.753; D7; rank 3; limited reliability; evidence insufficient evidence
- U.S.–Albania Dual Nationals — Modeled similarity 0.753; D7; rank 4; limited reliability; evidence insufficient evidence
- U.S.–Algeria Dual Nationals — Modeled similarity 0.753; D7; rank 5; limited reliability; evidence insufficient evidence
- U.S.–Andorra Dual Nationals — Modeled similarity 0.753; D7; rank 6; limited reliability; evidence insufficient evidence
- U.S.–Angola Dual Nationals — Modeled similarity 0.753; D7; rank 7; limited reliability; evidence insufficient evidence
- U.S.–Antigua and Barbuda Dual Nationals — Modeled similarity 0.753; D7; rank 8; limited reliability; evidence insufficient evidence
- U.S.–Argentina Dual Nationals — Modeled similarity 0.753; D7; rank 9; limited reliability; evidence insufficient evidence
- U.S.–Armenia Dual Nationals — Modeled similarity 0.753; 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.
- Algorithmic Public Systems — Evidence-supported relationship; mixed; evidence confidence 0.72. The governed issue scope names algorithm, automated, public system as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Latinidad Language Access — Evidence-supported relationship; mixed; evidence confidence 0.72. The governed issue scope names public system, data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Administrative Discretion & Accountability — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 algorithm, data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Antisemitic Conspiracy Narratives, Scapegoating & Power Myths — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Antisemitism Definition, Measurement & Expression Boundaries — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 eligibility 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 data 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 data 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 data 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 data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Collective Blame, Dual-Loyalty Suspicion & Jewish Identity Conflation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data 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 data 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 data 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 data 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 algorithm, automated, data 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 data 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 data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Digital Access & Literacy — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Digital, Media & Algorithmic Amplification of Antisemitism — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names algorithm, automated, data 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 data 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 data 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 data 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 data 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 data 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 data 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 data 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 data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Holocaust Denial, Distortion & Memory Governance — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data 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 public system 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 data 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 data 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 data 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 data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Information Integrity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Institutional Antisemitism, Exclusion & Equal Participation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Institutional Pragmatism — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data 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 data 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 data 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 data 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 data 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 data 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 data 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 data 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 data 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 data 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 data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Legal Status Stratification & Unequal Citizenship — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Media Representation — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Philanthropic Learning & Accountability — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Pay Equity & Occupational Mobility — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Platform Governance — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Political Exclusion, Representation & Self-Government — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Privacy & Surveillance — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Public-Figure Civic Safety — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Public-Service Capacity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data 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 data 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 data 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 data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Representation Fidelity — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names data 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 data 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 data 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 data 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 data 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 data 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 data, eligibility as a material exposure, service, role, or dependency relevant to this source-defined cohort.
- Trans Participation in Public Life — Research-gap relationship; mixed; evidence confidence 0.35. The governed issue scope names eligibility 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 data 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 data 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 data 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 data as a material exposure, service, role, or dependency relevant to this source-defined cohort.
Profile completeness: 45.8%; unassessed values remain missing, never zero.