education publishing and assessment company

Pearson

A global education company selling textbooks, learning platforms, assessments, and professional credential products. It sits in a sensitive dependency position because students and schools often cannot bargain like ordinary consumers.

Why this matters: Pearson provides real learning infrastructure, but school dependence, assessment lock-in, high pricing, and investor control create serious extraction concerns.

Letter grade D Extractive Medium confidence (AI) Rubric gcd-rubric-v1 Last reviewed May 8, 2026

Final Score 7* D - Extractive

DEXTRACTIVE7 pts

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

Base Material21

Bonus+0

Cap35Ownership <= 2 and Governance <= 2

After Cap21

Penalties-14

!Not Verified

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Evaluation Overview

D - Extractive

The score turns mainly on Extraction, with the largest penalty coming from Youth Capture.

Strengths

Extraction3/10
Product Integrity3/5
Scale Integrity3/5

Penalties

Youth Capture-3
Ideological Disavowal-3
Accountability Opacity-2
Identity Capture-2

Evidence state

ConfidenceMedium confidence (AI)
ThoroughnessDeveloped (AI)
Linked claims10
Direct axis claims9
Coverage9/16

Scoring Axes

Axis	Score	Why this score
Ownership ? Control rights: shareholder-dominated at 0, worker cooperative control at 10.	2 / 10	Pearson is a public company, not controlled by students, teachers, workers, or public education communities. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] context Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]
Governance ? Binding decision authority: centralized control at 0, democratic stakeholder control at 10.	2 / 10	Pearson is a public company, not controlled by students, teachers, workers, or public education communities. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence context Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] context Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]
Extraction ? Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.	3 / 10	Pearson is a public company, not controlled by students, teachers, workers, or public education communities. Pearson is a public company, not controlled by students, teachers, workers, or public education communities. That keeps Pearson low on Extraction: the business model makes extraction from workers, users, suppliers, customers, or the public central rather than incidental. The value is above zero only where the linked record still shows some real function, constraint, or public value on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence context Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] context Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]
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.	2 / 7	Pearson is a public company, not controlled by students, teachers, workers, or public education communities. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence context Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] context Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]
Solidarity with the Unemployed ? Treatment of exits and nonworkers, including severance, redeployment, and non-competes.	2 / 7	Pearson is a public company, not controlled by students, teachers, workers, or public education communities. Pearson is a public company, not controlled by students, teachers, workers, or public education communities. That keeps Pearson low on Solidarity with the Unemployed: the model provides little protection for people who leave, are excluded, or cannot bargain from employment. The value is above zero only where the linked record still shows some real function, constraint, or public value on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence context Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] context Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]
Loss-Bearing Fidelity ? Willingness to absorb costs to preserve values, workers, users, and public obligations.	2 / 7	Pearson is a public company, not controlled by students, teachers, workers, or public education communities. Pearson is a public company, not controlled by students, teachers, workers, or public education communities. That keeps Pearson low on Loss-Bearing Fidelity: losses, hazards, or adjustment costs are routinely pushed onto workers, customers, suppliers, communities, or the public. The value is above zero only where the linked record still shows some real function, constraint, or public value on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence context Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] context Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]
Market Conduct ? Pricing fairness, switching costs, lock-in, and rent extraction.	2 / 5	Pearson is a public company, not controlled by students, teachers, workers, or public education communities. Pearson is a public company, not controlled by students, teachers, workers, or public education communities. That places Pearson in the middle of Market Conduct: the product has real value but still uses meaningful lock-in, gatekeeping, market power, or dependency. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence context Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] context Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]
Product Integrity ? Preservation of quality rather than degradation for monetization.	3 / 5	Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. That places Pearson in the middle of Product Integrity: the product has real use value but is compromised by incentives, monetization, lock-in, quality degradation, or risk. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence context Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]
Scale Integrity ? Whether growth improves or degrades fairness and accountability.	3 / 5	Pearson is a public company, not controlled by students, teachers, workers, or public education communities. Pearson is a public company, not controlled by students, teachers, workers, or public education communities. That places Pearson in the middle of Scale Integrity: scale brings useful reach but also weakens accountability, transparency, or local constraint. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence context Pearson is a public company, not controlled by students, teachers, workers, or public education communities. [1] context Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value. [2] context Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students. [3]

Penalties

Penalty	Applied	Why this penalty
Human Harm ? Severity, scale, culpability, vulnerable targets, willful reoffense, reputation laundering, pattern escalation, and time decay. Range: -20 to 0.	-1	High-stakes educational assessment and expensive learning materials can impose material burdens on students and schools. High-stakes educational assessment and expensive learning materials can impose material burdens on students and schools. That warrants a limited Human Harm penalty because ordinary operation, documented misconduct, or institutional power creates serious injury, deprivation, abuse, or foreseeable human damage. The value is limited because the linked record shows a real problem but not one that dominates the profile on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence High-stakes educational assessment and expensive learning materials can impose material burdens on students and schools. [4]
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.	-1	Digital and physical educational publishing infrastructure creates modest ecological impact. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence Digital and physical educational publishing infrastructure creates modest ecological impact. [5]
Youth Capture ? Manipulative youth-directed marketing, youth-data or attention monetization, collectible/add-on traps, parasocial or identity capture, surprise mechanics, or treating young people as lower-disclosure consumers. Making useful toys or welcoming children is not itself penalized. Range: -5 to 0.	-3	Pearson’s school, student, and assessment markets create substantial youth and student capture risk. Pearson’s school, student, and assessment markets create substantial youth and student capture risk. That warrants a substantial Youth Capture penalty because young people are treated as manipulable consumers, data sources, attention targets, or culture markets. The value is substantial but not at the floor because the linked record shows serious conduct without the strongest aggravating factors on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence Pearson’s school, student, and assessment markets create substantial youth and student capture risk. [6]
Accountability Opacity ? Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.	-2	Assessment contracts, platform economics, and institutional pricing are not transparent enough for strong public accountability. Assessment contracts, platform economics, and institutional pricing are not transparent enough for strong public accountability. That warrants a severe Accountability Opacity penalty because material facts, risks, conflicts, ownership, or accountability information are obscured from the public. The value is near the floor because the conduct appears central, large-scale, repeated, or institutionally powerful rather than incidental. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence Assessment contracts, platform economics, and institutional pricing are not transparent enough for strong public accountability. [7]
Identity Capture ? Customer pressure, employee pressure, and pervasive identity saturation. Range: -3 to 0.	-2	Credentials and testing can tie personal identity and opportunity to proprietary assessment systems. Credentials and testing can tie personal identity and opportunity to proprietary assessment systems. That warrants a substantial Identity Capture penalty because users, workers, customers, or publics are pressured into identity attachment that protects institutional power. The value is substantial but not at the floor because the linked record shows serious conduct without the strongest aggravating factors on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence Credentials and testing can tie personal identity and opportunity to proprietary assessment systems. [8]
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.	-2	Digital learning and assessment products can involve student tracking and proctoring-related surveillance exposure. Digital learning and assessment products can involve student tracking and proctoring-related surveillance exposure. That warrants a substantial Surveillance Capture penalty because customers, workers, users, bystanders, or the public are exposed to invasive tracking, biometrics, or behavior scanning. The value is substantial but not at the floor because the linked record shows serious conduct without the strongest aggravating factors on this axis. Calibration notes Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models. Uncertainty Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence. Linked evidence Digital learning and assessment products can involve student tracking and proctoring-related surveillance exposure. [9]
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.	-3	Pearson's public framing is assessed as ideological-disavowal evidence because Pearson combines major gatekeeping, coercive, or infrastructural power with pronounced claims of neutrality,… Pearson's public framing is assessed as ideological-disavowal evidence because Pearson combines major gatekeeping, coercive, or infrastructural power with pronounced claims of neutrality, administrative necessity, national legitimacy, safety, objectivity, or professional expertise. That warrants a severe Ideological Disavowal penalty because the institution presents situated, contested choices as neutrality, expertise, inevitability, safety, or common sense. The value is near the floor because the conduct appears central, large-scale, repeated, or institutionally powerful rather than incidental. Calibration notes Comparative anchor: Ideological Disavowal 0 to -3 recalibration: 0 for explicit standpoint or no penalty-level neutrality theater; -1 for bounded softening of contested choices; -2 for strong neutrality theater by a powerful institution; -3 for major gatekeeping or coercive power presented as neutral, necessary, objective, or non-ideological. Uncertainty This recalibration uses public self-presentation and profile evidence; later review should add direct language-analysis evidence for high-impact institutions. Linked evidence Pearson's public framing is assessed as ideological-disavowal evidence because Pearson combines major gatekeeping, coercive, or infrastructural power with pronounced claims of neutrality, administrative necessity, national legitimacy, safety, objectivity, or professional expertise. [10]

Bonus Credits

No bonus credits applied in this version.

Confidence Basis

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

Medium 69/100

10 verified linked claims 9 direct axis claims 0 disputed claims 9/16 components covered

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

Claim confidence 13/20

10 verified linked claims

Source quality 12/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 9/18

9 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 6/10

9/16 evidence-bearing components have direct support

Evidence State

Profile stateAI draft / human-pending

VerificationUnverified

ConfidenceMedium 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.

1Pearson is a public company, not controlled by students, teachers, workers, or public education communities.

Ownership Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

2Pearson sells educational content, testing, learning platforms, and credentials with real but conflict-laden use value.

Product Integrity Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

3Pearson’s model depends on educational lock-in, assessment markets, and institutional purchasing power over students.

Calculation Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

4High-stakes educational assessment and expensive learning materials can impose material burdens on students and schools.

Human Harm Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

5Digital and physical educational publishing infrastructure creates modest ecological impact.

Ecological Harm Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

6Pearson’s school, student, and assessment markets create substantial youth and student capture risk.

Youth Capture Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

7Assessment contracts, platform economics, and institutional pricing are not transparent enough for strong public accountability.

Accountability Opacity Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

8Credentials and testing can tie personal identity and opportunity to proprietary assessment systems.

Identity Capture Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

9Digital learning and assessment products can involve student tracking and proctoring-related surveillance exposure.

Surveillance Capture Verified Medium confidence AI-generated / human-pending May 8, 2026

AI scaffold

PearsonGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

10Pearson's public framing is assessed as ideological-disavowal evidence because Pearson combines major gatekeeping, coercive, or infrastructural power with pronounced claims of neutrality, administrative necessity, national legitimacy, safety, objectivity, or professional expertise.

Ideological Disavowal Verified Medium confidence AI-generated / human-pending May 9, 2026

AI scaffold

Pearson official siteGeneral web source · 58%
Pearson investorsOfficial self-description · 68%

Alternatives

Competitors

AGOOD56 AK Press worker-owned independent book publisher and distributor · same market AGOOD56 Ghost Foundation nonprofit open-source publishing platform · same market BQUALIFIED49 Alliance of Independent Authors nonprofit independent-author association and watchdog · same market BQUALIFIED48 Autonomous Press worker-owned independent book publisher · same market BQUALIFIED47 Island Press nonprofit environmental book publisher · same market BQUALIFIED47 The New Press nonprofit public-interest book publisher · same market BQUALIFIED46 Haymarket Books nonprofit independent publisher · same market BQUALIFIED43 Bookshop.org independent-bookstore ecommerce platform · same market

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