SAGE Publishing

independent academic publisher

SAGE Publishing

Industry Publishing

An independent academic publisher of journals, books, courseware, and social-science research resources. SAGE scores above the harshest academic-publishing incumbents because it is independent and mission-shaped, but academic access barriers still matter.

Why this matters: SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain.

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

Final Score 30* D - Extractive

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

Base Material36
Bonus+1
Cap41Ownership <= 4 and Governance <= 4
After Cap37
Penalties-7
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Evaluation Overview

D - Extractive

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

Strengths

  • Extraction5/10
  • Product Integrity5/5
  • Ownership4/10

Penalties

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

Evidence state

  • ConfidenceMedium confidence (AI)
  • ThoroughnessDeveloped (AI)
  • Linked claims9
  • Direct axis claims8
  • Coverage8/15

Scoring Axes

Axis Score Why this score
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control at 10.
4 / 10

SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • context An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [3]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
4 / 10

SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • context SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • context An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [3]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
5 / 10

SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • context SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • context An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [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.
4 / 7

SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • context SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • context An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [3]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
3 / 7

SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • context SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • context An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [3]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
4 / 7

SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • context SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • context An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [3]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
3 / 5

SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • context SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • context An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [3]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
5 / 5

An independent academic publisher of journals, books, courseware, and social-science research resources.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • context SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [3]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
4 / 5

SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • context SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative. [1]
  • context An independent academic publisher of journals, books, courseware, and social-science research resources. [2]
  • context SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain. [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

SAGE Publishing retains conduct relevant to the ecological harm penalty: the record shows a concrete concern on that axis in this sector.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • SAGE Publishing retains conduct relevant to the ecological harm penalty: the record shows a concrete concern on that axis in this sector. [5]
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.
-2

SAGE Publishing retains conduct relevant to the accountability-opacity penalty: the record shows a concrete concern on that axis in this sector.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • SAGE Publishing retains conduct relevant to the accountability-opacity penalty: the record shows a concrete concern on that axis in this sector. [6]
Identity Capture
?
Customer pressure, employee pressure, and pervasive identity saturation. Range: -3 to 0.
-1

SAGE Publishing retains conduct relevant to the identity capture penalty: the record shows a concrete concern on that axis in this sector.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • SAGE Publishing retains conduct relevant to the identity capture penalty: the record shows a concrete concern on that axis in this sector. [7]
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

SAGE Publishing retains conduct relevant to the surveillance capture penalty: the record shows a concrete concern on that axis in this sector.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • SAGE Publishing retains conduct relevant to the surveillance capture penalty: the record shows a concrete concern on that axis in this sector. [8]
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

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

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
  • SAGE Publishing's public framing is assessed as ideological-disavowal evidence because SAGE Publishing exercises meaningful institutional or cultural power while strongly presenting contested choices as neutral expertise, safety, objectivity, professionalism, administrative necessity, or public service. [9]

Bonus Credits

Bonus Credit Why this credit
Good Deal
?
Credit for unusually fair value: durable quality, fair pricing, low lock-in, and clear customer surplus.
1 / 3

Its publishing/news role provides durable public, reader, or author value beyond ordinary extraction.

Calibration notes

Comparative anchor: Second-layer publishing/news pass; calibrated against major academic publishers, technical publishers, global news brands, magazines, and media conglomerates.

Uncertainty
  • Focused second-layer category pass; later review should add more labor, pricing, ownership, editorial, and user-data evidence.
Linked evidence
  • SAGE Publishing receives good deal credit because its publishing/news role provides durable public, reader, or author value beyond ordinary extraction. [4]

Confidence Basis

Confidence Basis

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

Medium 69/100

9 verified linked claims 8 direct axis claims 0 disputed claims 8/15 components covered

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

Claim confidence 13/20

9 verified linked claims

Source quality 12/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 9/18

8 direct claims across 15 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

8/15 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.
1SAGE Publishing is structured as independent private academic publisher, not as a worker-, reader-, author-, or public cooperative.

Ownership Verified Medium confidence AI-generated / human-pending

AI scaffold

2An independent academic publisher of journals, books, courseware, and social-science research resources.

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

AI scaffold

3SAGE is better than the harshest academic-publishing incumbents because it is independent and mission-shaped, but access and pricing concerns remain.

Calculation Verified Medium confidence AI-generated / human-pending

AI scaffold

4SAGE Publishing receives good deal credit because its publishing/news role provides durable public, reader, or author value beyond ordinary extraction.

Good Deal Verified Medium confidence AI-generated / human-pending

AI scaffold

5SAGE Publishing retains conduct relevant to the ecological harm penalty: the record shows a concrete concern on that axis in this sector.

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

AI scaffold

6SAGE Publishing retains conduct relevant to the accountability-opacity penalty: the record shows a concrete concern on that axis in this sector.

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

AI scaffold

7SAGE Publishing retains conduct relevant to the identity capture penalty: the record shows a concrete concern on that axis in this sector.

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

AI scaffold

8SAGE Publishing retains conduct relevant to the surveillance capture penalty: the record shows a concrete concern on that axis in this sector.

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

AI scaffold

9SAGE Publishing's public framing is assessed as ideological-disavowal evidence because SAGE Publishing 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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