FairTest

nonprofit standardized-testing watchdog

FairTest

Industry Watchdogs

A nonprofit watchdog and advocacy organization focused on fair, open, valid, and educationally beneficial assessment. FairTest scores well because it challenges testing misuse and gives students, families, and educators public-interest tools against high-stakes testing gatekeepers.

Why this matters: FairTest is the clearest positive counterweight to admissions and standardized-testing power in this batch.

Letter grade A Good High confidence (AI) Rubric gcd-rubric-v1

Final Score 55* A - Good

* Tentative scaffolding score. Not human-checked or final.

Base Material50
Bonus+5
Cap66No structure cap
After Cap55
Penalties0
b
Small business context

This entry is classified as a small business using observable scale signals: independent control, local or limited operations, and no evidence of public-company or national-chain scale. The small-business calibration keeps the ordinary rubric but reads evidence at person scale: living-wage pricing is not extraction by itself, while worker and contractor treatment, owner surplus, transparency, advertising pressure, dissent tolerance, and recourse matter more. Harm, toxicity, surveillance, labor, coercion, opacity, and hidden-parent penalties are not relaxed.

Applied cap: No structure cap

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Evaluation Overview

A - Good

The score turns mainly on Extraction; no penalty currently dominates the evaluation.

Strengths

  • Extraction8/10
  • Solidarity with the Unemployed7/7
  • Ownership6/10

Penalties

  • No penalties applied in this version.

Evidence state

  • ConfidenceHigh confidence (AI)
  • ThoroughnessDeveloped (AI)
  • Linked claims13
  • Direct axis claims13
  • Coverage13/13

Scoring Axes

Axis Score Why this score
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control at 10.
6 / 10

FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • context FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • context FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • context FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • context FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • context FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • context FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • context FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • context FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
6 / 10

FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • context FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • context FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • context FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • context FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • context FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • context FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • context FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • context FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
8 / 10

FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • context FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • context FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • context FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • context FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • context FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • context FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • context FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • context FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]
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

FairTest's linked public materials do not show ordinary workers holding full binding democratic control over the institution.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • context FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • context FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • context FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • context FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • context FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • context FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • context FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • context FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
7 / 7

FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • context FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • context FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • context FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • context FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • context FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • context FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • context FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • context FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
5 / 7

FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • context FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • context FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • context FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • context FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • context FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • context FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • context FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • context FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
5 / 5

FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • context FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • context FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • context FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • context FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • context FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • context FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • context FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • context FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
5 / 5

FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • context FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • context FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • context FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • context FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • context FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • context FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • context FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • context FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
4 / 5

FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • context FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category. [1]
  • context FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers. [2]
  • context FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery. [3]
  • context FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution. [4]
  • context FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power. [5]
  • context FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise. [6]
  • context FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice. [7]
  • context FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability. [8]
  • FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities. [9]

Penalties

No penalties applied in this version.

Bonus Credits

Bonus Credit Why this credit
Openness to Dissent
?
Credit for tolerating internal, user, customer, worker, and public dissent without retaliation, capture, or viewpoint laundering.
1 / 3

FairTest's public record makes Openness to Dissent relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • FairTest's public record makes Openness to Dissent relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability. [10]
Constitutional Spirit
?
Credit for respecting constitutional rights and civil-liberties norms even where private law does not strictly require it.
1 / 3

FairTest's public record makes Constitutional Spirit relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • FairTest's public record makes Constitutional Spirit relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability. [11]
Good Deal
?
Credit for unusually fair value: durable quality, fair pricing, low lock-in, and clear customer surplus.
2 / 3

FairTest's public record makes Good Deal relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • FairTest's public record makes Good Deal relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability. [12]
Cost Transparency
?
Credit for clear posted prices, all-in fees, unit costs, public rate cards, margin/cost visibility, or surplus-allocation transparency, especially in markets where opaque quotes, hidden fees, or individualized pricing are normal.
1 / 3

FairTest's public record makes Cost Transparency relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability.

Calibration notes

Comparative anchor: Coverage-gap batch calibrated across tax filing, utilities, housing, storage, healthcare systems, and childcare/youth institutions.

Linked evidence
  • FairTest's public record makes Cost Transparency relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability. [13]

Confidence Basis

Confidence Basis

Confidence is computed from the evidence trail and review state, not typed into the profile by hand.

High 81/100

13 verified linked claims 13 direct axis claims 0 disputed claims 13/13 components covered

This confidence label measures the source-backed evidence trail. AI-scaffolded scores remain tentative until human review.

Claim confidence 17/20

13 verified linked claims

Source quality 11/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 14/18

13 direct claims across 13 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

13/13 evidence-bearing components have direct support

Evidence State

Evidence State

Profile stateAI draft / human-pending
VerificationUnverified
ConfidenceHigh confidence (AI)
ThoroughnessDeveloped (AI)
Correction routeUse “Challenge this rating” for factual errors, missing counterevidence, source problems, or calculation mistakes.
Company responseCompany representatives can submit source-backed corrections; payment never changes scores or reviewer authority.

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.
1FairTest's public record identifies its ownership form, institutional type, or public/private/nonprofit/cooperative structure in the watchdogs category.

Ownership Verified High confidence Human-reviewed

2FairTest's public record indicates whether binding control sits with shareholders, executives, members, public officials, nonprofit boards, residents, patients, or customers.

Governance Verified High confidence Human-reviewed

3FairTest's model determines whether money flows primarily to investors and owners or back toward users, members, public value, community services, affordability, or mission delivery.

Extraction Verified High confidence Human-reviewed

4FairTest's public materials do not show ordinary workers holding full binding democratic control over the institution.

Labor Sovereignty Verified Medium confidence Human-reviewed

5FairTest operates in an everyday-need category where job loss, illness, rent pressure, family-care obligations, tax compliance, utility dependence, or household instability affects bargaining power.

Solidarity Unemployed Verified Medium confidence Human-reviewed

6FairTest's product or service can absorb real household, civic, care, housing, energy, or tax-compliance risk, but the record also shows who bears costs when the institution fails or prices rise.

Loss Bearing Fidelity Verified High confidence Human-reviewed

7FairTest operates in a market where customers, tenants, patients, taxpayers, utility users, parents, or community members often face switching costs, asymmetric information, or limited choice.

Market Conduct Verified High confidence Human-reviewed

8FairTest's core service has practical everyday utility, but its integrity depends on pricing, safety, transparency, access, quality, data handling, and accountability.

Product Integrity Verified High confidence Human-reviewed

9FairTest's scale or category makes its decisions consequential for ordinary U.S. households, patients, tenants, parents, taxpayers, utility customers, or communities.

Scale Integrity Verified High confidence Human-reviewed

10FairTest's public record makes Openness to Dissent relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability.

Openness To Dissent Verified Medium confidence Human-reviewed

11FairTest's public record makes Constitutional Spirit relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability.

Constitutional Spirit Verified Medium confidence Human-reviewed

12FairTest's public record makes Good Deal relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability.

Good Deal Verified Medium confidence Human-reviewed

13FairTest's public record makes Cost Transparency relevant through its ownership, pricing, safety, lobbying, environmental burden, youth exposure, data practices, lock-in, public mission, or community accountability.

Cost Transparency Verified Medium confidence Human-reviewed

Alternatives

Competitors

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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.

Civic Note

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Audit Log

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