private nonprofit research university
University of Southern California
Industry Universities
A wealthy private nonprofit research university in Los Angeles with major teaching, medical, athletic, and research operations. USC scores with the elite private universities because educational value is real, but trustee control, high tuition, scandal history, and animal-research exposure keep it weak.
Why this matters: USC is a West Coast private competitor to Stanford, UCLA/UC, and other elite universities.
Letter grade D Extractive High confidence (AI) Rubric gcd-rubric-v1
* Tentative scaffolding score. Not human-checked or final.
USC receives the Private Government badge because it is a large private university that sets consequential rules for students, workers, patients, neighbors, and credential markets without democratic accountability.
Evidence: [17]
Request verification to have the evidence record checked against primary materials and organization-supplied documents. Verification does not buy a higher score; scores change only when review finds factual errors, omissions, or miscalibration.
Evaluation Overview
D - Extractive
The score turns mainly on Loss-Bearing Fidelity, with the largest penalty coming from Animal Testing.
Strengths
- Loss-Bearing Fidelity5/7
- Product Integrity5/5
- Governance4/10
Penalties
- Animal Testing-5
- Ecological Harm-3
- Policy Capture-2
- Accountability Opacity-2
Evidence state
- ConfidenceHigh confidence (AI)
- ThoroughnessDeveloped (AI)
- Linked claims17
- Direct axis claims16
- Coverage16/16
Scoring Axes
| Axis | Score | Why this score |
|---|---|---|
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control
at 10.
|
3 / 10 |
University of Southern California's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. Linked evidence
|
Governance
?
Binding decision authority: centralized control at 0, democratic
stakeholder control at 10.
|
4 / 10 |
University of Southern California's public record gives limited direct evidence about whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. Linked evidence
|
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured
extraction judgment.
|
4 / 10 |
University of Southern California's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. Linked evidence
|
Labor Sovereignty
?
Worker power: coercive conditions at 0, co-determination or ownership at
7. Employee dissatisfaction matters only when source-backed evidence
shows concrete limits on worker agency, such as coercive scheduling,
retaliation, wage theft, harassment, unsafe conditions, suppression of
worker voice, or extreme turnover.
|
4 / 7 |
University of Southern California's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. Linked evidence
|
Solidarity with the
Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment,
and non-competes.
|
4 / 7 |
University of Southern California's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. Linked evidence
|
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and
public obligations.
|
5 / 7 |
University of Southern California's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. Linked evidence
|
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
|
2 / 5 |
University of Southern California operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. Linked evidence
|
Product Integrity
?
Preservation of quality rather than degradation for monetization.
|
5 / 5 |
University of Southern California's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. Linked evidence
|
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
|
4 / 5 |
University of Southern California's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. Linked evidence
|
Penalties
| Penalty | Applied | Why this penalty |
|---|---|---|
Ecological Harm
?
Footprint, trajectory, irreversibility, culpability, and scale,
including whether ecological harm is central to the model and continued
after credible notice. Range: -30 to 0.
|
-3 |
University of Southern California's public record makes Ecological Harm relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research,… Linked evidence
|
Policy Capture
?
Private-interest attempts to bend law, regulation, subsidies, taxes,
enforcement, trade, labor, safety, competition, environmental,
healthcare, housing, surveillance, civil-liberties, or consumer policy
against workers, customers, citizens, affected communities, or
ecological life. Public-interest advocacy is not penalized merely
because it is lobbying. Range: -15 to 0.
|
-2 |
University of Southern California's public record makes Policy Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research,… Linked evidence
|
Animal Testing
?
Direct animal testing, contract animal testing, animal-testing-dependent
product development, or business lines where current safety/regulatory
approval normally relies on animal experiments. Stronger penalties apply
where animal testing is core, repeated, non-optional, or avoidable;
documented cruelty-free or non-animal methods reduce or eliminate the
penalty. Range: -8 to 0.
|
-5 |
University of Southern California's public record makes Animal Testing relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research,… Linked evidence
|
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability
structures that prevent public accountability. Range: -2 to 0.
|
-2 |
University of Southern California's public record makes Accountability Opacity relevant through affordability, public governance, no-tuition structure, student debt exposure, animal… Linked evidence
|
Identity Capture
?
Customer pressure, employee pressure, and pervasive identity saturation.
Range: -3 to 0.
|
-1 |
University of Southern California's public record makes Identity Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research,… Linked evidence
|
Surveillance Capture
?
Invasive surveillance, unreasonably non-optional tracking, facial
recognition, biometric identification, or AI behavior scanning of
customers, workers, bystanders, or the public. Range: -5 to 0.
|
-1 |
University of Southern California's public record makes Surveillance Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research,… Linked evidence
|
Ideological Disavowal
?
Concealed ideology presented as neutrality, expertise, professional
necessity, public-service administration, market inevitability, or
non-ideological common sense while exercising power. Range: -3 to 0.
|
-2 |
University of Southern California's public record makes Ideological Disavowal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal… Linked evidence
|
Bonus Credits
No bonus credits applied in this version.
Confidence Basis
Confidence Basis
Confidence is computed from the evidence trail and review state, not typed into the profile by hand.
High 85/100
16 verified linked claims 16 direct axis claims 0 disputed claims 16/16 components covered
This confidence label measures the source-backed evidence trail. AI-scaffolded scores remain tentative until human review.
Claim confidence 16/20
16 verified linked claims
Source quality 16/18
Best source per verified claim, weighted by institutional reliability
Direct axis-specific claims 14/18
16 direct claims across 16 active components
Dispute load 12/12
0 disputed claims on this entity
Recency 10/10
Newest accepted timestamp: May 13, 2026
Reviewer status 7/12
Human-reviewed components score higher than AI scaffolding
Component coverage 10/10
16/16 evidence-bearing components have direct support
Evidence State
Evidence State
Claims and Sources
Claims are the evidence record. Each claim needs a source link, axis category, status, confidence level, and timestamp before it can support a score.
* Tentative scaffolding score. Not human-checked or final.1University of Southern California's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution.
- USC facts and statsPrimary institutional record · 90%
2University of Southern California's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers.
- USC facts and statsPrimary institutional record · 90%
3University of Southern California's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution.
- USC Board of TrusteesPrimary institutional record · 90%
4University of Southern California's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution.
- USC facts and statsPrimary institutional record · 90%
5University of Southern California's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods.
- USC Board of TrusteesPrimary institutional record · 90%
6University of Southern California's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure.
- USC Board of TrusteesPrimary institutional record · 90%
7University of Southern California operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions.
- USC Department of Animal ResourcesPrimary institutional record · 90%
8University of Southern California's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes.
- USC facts and statsPrimary institutional record · 90%
9University of Southern California's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets.
- USC facts and statsPrimary institutional record · 90%
10University of Southern California's public record makes Ecological Harm relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.
- USC Department of Animal ResourcesPrimary institutional record · 90%
11University of Southern California's public record makes Policy Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.
- USC Department of Animal ResourcesPrimary institutional record · 90%
12University of Southern California's public record makes Animal Testing relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.
- USC Department of Animal ResourcesPrimary institutional record · 90%
13University of Southern California's public record makes Accountability Opacity relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.
- USC Department of Animal ResourcesPrimary institutional record · 90%
14University of Southern California's public record makes Identity Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.
- USC Department of Animal ResourcesPrimary institutional record · 90%
15University of Southern California's public record makes Surveillance Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.
- USC Department of Animal ResourcesPrimary institutional record · 90%
16University of Southern California's public record makes Ideological Disavowal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.
- USC Department of Animal ResourcesPrimary institutional record · 90%
17USC receives the Private Government badge because it is a large private university that sets consequential rules for students, workers, patients, neighbors, and credential markets without democratic accountability.
- USC facts and statsPrimary institutional record · 90%
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How This Page Is Maintained
Evidence comes in through contributors, is checked by verifiers, and is synthesized by reviewers. Founder authority remains narrow and visible; scores recalculate when verified claims or the rubric change.
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