Wiley

academic, education, and professional publisher

Wiley

Industry Publishing

A public academic, education, and professional publishing company serving research, learning, and professional markets. Its knowledge products matter, but access barriers and academic-market extraction make it a poor steward of public research compared with open alternatives.

Why this matters: Wiley’s knowledge products matter, but academic publishing economics, subscription/access barriers, and public-company extraction keep it low.

Letter grade D Extractive Medium confidence (AI) Rubric gcd-rubric-v1

Final Score 18* D - Extractive

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

Base Material24
Bonus+0
Cap35Ownership <= 2 and Governance <= 2
After Cap24
Penalties-6
!Not Verified
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Evaluation Overview

D - Extractive

The score turns mainly on Product Integrity, with the largest penalty coming from Accountability Opacity.

Strengths

  • Product Integrity4/5
  • Extraction3/10
  • Labor Sovereignty3/7

Penalties

  • Accountability Opacity-2
  • Ideological Disavowal-2
  • Ecological Harm-1
  • Identity Capture-1

Evidence state

  • ConfidenceMedium confidence (AI)
  • ThoroughnessDeveloped (AI)
  • Linked claims7
  • Direct axis claims6
  • Coverage6/13

Scoring Axes

Axis Score Why this score
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control at 10.
2 / 10

Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

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
  • Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • context Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [3]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
2 / 10

Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

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 Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • context Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [3]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
3 / 10

Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

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 Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • context Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [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.
3 / 7

Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

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 Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • context Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [3]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
2 / 7

Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

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 Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • context Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [3]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
3 / 7

Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

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 Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • context Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [3]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
2 / 5

Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

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 Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • context Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [3]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
4 / 5

Wiley publishes academic, professional, and educational materials with real informational value.

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 Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [3]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
3 / 5

Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

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 Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution. [1]
  • context Wiley publishes academic, professional, and educational materials with real informational value. [2]
  • context Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models. [3]

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.
-1

Digital and physical publishing infrastructure create modest ecological impacts compared with heavier industries.

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 publishing infrastructure create modest ecological impacts compared with heavier industries. [4]
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.
-2

Academic publishing contract, pricing, library-deal, and margin details are not transparent enough for strong public accountability.

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
  • Academic publishing contract, pricing, library-deal, and margin details are not transparent enough for strong public accountability. [5]
Identity Capture
?
Customer pressure, employee pressure, and pervasive identity saturation. Range: -3 to 0.
-1

Professional credential and academic publishing creates mild identity and career-dependence capture.

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
  • Professional credential and academic publishing creates mild identity and career-dependence capture. [6]
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

Wiley's public framing is assessed as ideological-disavowal evidence because Wiley exercises meaningful institutional or cultural power while strongly presenting contested choices as…

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
  • Wiley's public framing is assessed as ideological-disavowal evidence because Wiley exercises meaningful institutional or cultural power while strongly presenting contested choices as neutral expertise, safety, objectivity, professionalism, administrative necessity, or public service. [7]

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.

Medium 65/100

7 verified linked claims 6 direct axis claims 0 disputed claims 6/13 components covered

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

Claim confidence 13/20

7 verified linked claims

Source quality 12/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 6/18

6 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 5/10

6/13 evidence-bearing components have direct support

Evidence State

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.
1Wiley is a public company rather than a scholar-, student-, reader-, or worker-owned publishing institution.

Ownership Verified Medium confidence AI-generated / human-pending

AI scaffold

2Wiley publishes academic, professional, and educational materials with real informational value.

Product Integrity Verified Medium confidence AI-generated / human-pending

AI scaffold

3Academic and professional publishing can impose high access costs and restrict knowledge through subscription and licensing models.

Calculation Verified Medium confidence AI-generated / human-pending

AI scaffold

4Digital and physical publishing infrastructure create modest ecological impacts compared with heavier industries.

Ecological Harm Verified Medium confidence AI-generated / human-pending

AI scaffold

5Academic publishing contract, pricing, library-deal, and margin details are not transparent enough for strong public accountability.

Accountability Opacity Verified Medium confidence AI-generated / human-pending

AI scaffold

6Professional credential and academic publishing creates mild identity and career-dependence capture.

Identity Capture Verified Medium confidence AI-generated / human-pending

AI scaffold

7Wiley's public framing is assessed as ideological-disavowal evidence because Wiley exercises meaningful institutional or cultural power while strongly presenting contested choices as neutral expertise, safety, objectivity, professionalism, administrative necessity, or public service.

Ideological Disavowal Verified Medium confidence AI-generated / human-pending

AI scaffold

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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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