global conservation nonprofit network

World Wildlife Fund / WWF

A large global conservation organization working on wildlife, habitats, climate, protected areas, and conservation finance. World Wildlife Fund / WWF remains weak because of documented human harm, coercive violence, and material opacity, even where the product or service has practical value.

Why this matters: WWF is a major conservation calibration case because its ecological work is substantial, but independent reviews and reporting on ranger-abuse allegations make it impossible to treat conservation scale as automatically good.

Letter grade D Extractive Medium confidence (AI) Rubric gcd-rubric-v1 Last reviewed May 7, 2026

Final Score 28* D - Extractive

DEXTRACTIVE28 pts

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

Base Material40

Bonus+3

Cap41Ownership <= 4 and Governance <= 4

After Cap41

Penalties-13

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Evaluation Overview

D - Extractive

The score turns mainly on Extraction, with the largest penalty coming from Human Harm.

Strengths

Extraction7/10
Solidarity with the Unemployed5/7
Loss-Bearing Fidelity5/7

Penalties

Human Harm-6
Coercive Violence-4
Accountability Opacity-2
Ideological Disavowal-1

Evidence state

ConfidenceMedium confidence (AI)
ThoroughnessDeveloped (AI)
Linked claims8
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	WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. That places World Wildlife Fund / WWF in the middle of Ownership: there is some mission, member, producer, or public-interest constraint, but decisive control is not fully democratic. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] context WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]
Governance ? Binding decision authority: centralized control at 0, democratic stakeholder control at 10.	4 / 10	WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. That places World Wildlife Fund / WWF in the middle of Governance: there are accountability mechanisms, but they stop short of broad democratic control. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence context WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] context WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]
Extraction ? Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.	7 / 10	WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. That places World Wildlife Fund / WWF in the middle of Extraction: the institution creates real value but still leaves room for rent extraction, unequal bargaining, or surplus capture. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence context WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] context WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]
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	WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. That places World Wildlife Fund / WWF in the middle of Labor Sovereignty: workers or participants have some protection or agency, but not enough binding power to control the relationship. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence context WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] context WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]
Solidarity with the Unemployed ? Treatment of exits and nonworkers, including severance, redeployment, and non-competes.	5 / 7	WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. That places World Wildlife Fund / WWF in the middle of Solidarity with the Unemployed: some access, severance, retraining, openness, or mutual-aid value is present, but it is not central or durable. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence context WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] context WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]
Loss-Bearing Fidelity ? Willingness to absorb costs to preserve values, workers, users, and public obligations.	5 / 7	WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. That places World Wildlife Fund / WWF in the middle of Loss-Bearing Fidelity: there is some willingness to preserve obligations, but the record still leaves meaningful risk-shifting concerns. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence context WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] context WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]
Market Conduct ? Pricing fairness, switching costs, lock-in, and rent extraction.	4 / 5	WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. That places World Wildlife Fund / WWF high on Market Conduct: pricing, access, switching, and bargaining practices show restraint compared with ordinary rent-seeking competitors. A still-higher or maximum value requires stronger proof that this structure is durable, broad, and not merely discretionary. Calibration notes Comparative anchor: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence context WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] context WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]
Product Integrity ? Preservation of quality rather than degradation for monetization.	4 / 5	WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. That places World Wildlife Fund / WWF high on Product Integrity: the core offering is genuinely useful and comparatively less dependent on traps, degradation, or harmful dependencies. A still-higher or maximum value requires stronger proof that this structure is durable, broad, and not merely discretionary. Calibration notes Comparative anchor: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence context WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]
Scale Integrity ? Whether growth improves or degrades fairness and accountability.	4 / 5	WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. That places World Wildlife Fund / WWF high on Scale Integrity: growth appears compatible with accountability, quality, and stakeholder benefit. A still-higher or maximum value requires stronger proof that this structure is durable, broad, and not merely discretionary. Calibration notes Comparative anchor: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence context WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance. [1] context WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management. [2]

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.	-6	WWF commissioned independent review after allegations of human-rights abuses by government rangers and other law-enforcement agents in protected areas where WWF worked. WWF commissioned independent review after allegations of human-rights abuses by government rangers and other law-enforcement agents in protected areas where WWF worked. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence WWF commissioned independent review after allegations of human-rights abuses by government rangers and other law-enforcement agents in protected areas where WWF worked. [5]
Coercive Violence ? Direct or institutionally enabled killing, torture, detention abuse, armed repression, forced displacement, violent domination, or nonconsensual crisis-line emergency escalation that exposes callers to confinement or force. Range: -30 to 0.	-4	Independent reporting and WWF’s review process show that conservation work connected to armed or state-backed ranger enforcement can expose communities to coercive abuse risks. Independent reporting and WWF’s review process show that conservation work connected to armed or state-backed ranger enforcement can expose communities to coercive abuse risks. That warrants a limited Coercive Violence penalty because the institution uses, enables, profits from, or materially supports violent domination, detention abuse, war, or armed coercion. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence Independent reporting and WWF’s review process show that conservation work connected to armed or state-backed ranger enforcement can expose communities to coercive abuse risks. [6]
Accountability Opacity ? Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.	-2	The independent-review record criticized WWF’s inconsistent human-rights risk assessment and response, creating a accountability opacity and accountability penalty even where conservation aims are valuable. The independent-review record criticized WWF’s inconsistent human-rights risk assessment and response, creating a accountability opacity and accountability penalty even where conservation aims are valuable. 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: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence The independent-review record criticized WWF’s inconsistent human-rights risk assessment and response, creating a accountability opacity and accountability penalty even where conservation aims are valuable. [7]
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.	-1	World Wildlife Fund / WWF's public framing is assessed as ideological-disavowal evidence because World Wildlife Fund / WWF shows bounded neutrality theater: some contested choices are… World Wildlife Fund / WWF's public framing is assessed as ideological-disavowal evidence because World Wildlife Fund / WWF shows bounded neutrality theater: some contested choices are softened through expertise, public-interest, professional, market, safety, or institutional language, but the record does not show dominant. That warrants a limited Ideological Disavowal penalty because the institution presents situated, contested choices as neutrality, expertise, inevitability, safety, or common sense. 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: 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 World Wildlife Fund / WWF's public framing is assessed as ideological-disavowal evidence because World Wildlife Fund / WWF shows bounded neutrality theater: some contested choices are softened through expertise, public-interest, professional, market, safety, or institutional language, but the record does not show dominant concealment of standpoint. [8]

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	WWF conservation work can create durable public ecological value, but this credit is limited by governance distance and ranger-abuse accountability problems. WWF conservation work can create durable public ecological value, but this credit is limited by governance distance and ranger-abuse accountability problems. That supports partial Good Deal credit because ordinary users receive unusually fair value, durability, access, or surplus. The value remains partial because the linked record does not show the practice as comprehensive, durable, or central enough for full credit. Calibration notes Comparative anchor: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence WWF conservation work can create durable public ecological value, but this credit is limited by governance distance and ranger-abuse accountability problems. [3]
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.	2 / 3	WWF publishes accountability, independent-review, and implementation-update materials related to its human-rights commitments. WWF publishes accountability, independent-review, and implementation-update materials related to its human-rights commitments. That supports partial Cost Transparency credit because pricing, margins, fees, funding, or surplus allocation are made meaningfully legible. The value remains partial because the linked record does not show the practice as comprehensive, durable, or central enough for full credit. Calibration notes Comparative anchor: C-F environmental advocacy calibration pass; compare against Sierra Club, NRDC, Earthjustice, Greenpeace, WWF, EWG, Just Stop Oil, and African Parks. Uncertainty This is a focused calibration entry; a later pass should add more axis-specific claims and counterevidence. Linked evidence WWF publishes accountability, independent-review, and implementation-update materials related to its human-rights commitments. [4]

Confidence Basis

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

Medium 73/100

8 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 16/20

8 verified linked claims

Source quality 14/18

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

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.

1WWF is a large nonprofit conservation network rather than a shareholder-owned company, with professional conservation programs and board-led nonprofit governance.

Ownership Verified High confidence AI-generated / human-pending May 7, 2026

AI scaffold

World Wildlife Fund: About usOfficial self-description · 68%
World Wildlife Fund: Rangers and conservationGeneral web source · 58%

2WWF’s core output is conservation, wildlife protection, habitat work, climate work, and support for protected-area management.

Product Integrity Verified High confidence AI-generated / human-pending May 7, 2026

AI scaffold

World Wildlife Fund: About usOfficial self-description · 68%
World Wildlife Fund: Rangers and conservationGeneral web source · 58%

3WWF conservation work can create durable public ecological value, but this credit is limited by governance distance and ranger-abuse accountability problems.

Good Deal Verified Medium confidence AI-generated / human-pending May 7, 2026

AI scaffold

World Wildlife Fund: About usOfficial self-description · 68%
World Wildlife Fund: Rangers and conservationGeneral web source · 58%
WWF: Independent review / evaluationGeneral web source · 58%
WWF: Independent evaluation of human-rights action planGeneral web source · 58%
The Guardian: independent review criticizes WWF human-rights approachIndependent reporting · 82%

4WWF publishes accountability, independent-review, and implementation-update materials related to its human-rights commitments.

Cost Transparency Verified Medium confidence AI-generated / human-pending May 7, 2026

AI scaffold

WWF: Independent review / evaluationGeneral web source · 58%
WWF: Independent evaluation of human-rights action planGeneral web source · 58%
The Guardian: independent review criticizes WWF human-rights approachIndependent reporting · 82%

5WWF commissioned independent review after allegations of human-rights abuses by government rangers and other law-enforcement agents in protected areas where WWF worked.

Human Harm Verified High confidence AI-generated / human-pending May 7, 2026

AI scaffold

WWF: Independent review / evaluationGeneral web source · 58%
WWF: Independent evaluation of human-rights action planGeneral web source · 58%
The Guardian: independent review criticizes WWF human-rights approachIndependent reporting · 82%

6Independent reporting and WWF’s review process show that conservation work connected to armed or state-backed ranger enforcement can expose communities to coercive abuse risks.

Coercive Violence Verified Medium confidence AI-generated / human-pending May 7, 2026

AI scaffold

WWF: Independent review / evaluationGeneral web source · 58%
WWF: Independent evaluation of human-rights action planGeneral web source · 58%
The Guardian: independent review criticizes WWF human-rights approachIndependent reporting · 82%

7The independent-review record criticized WWF’s inconsistent human-rights risk assessment and response, creating a accountability opacity and accountability penalty even where conservation aims are valuable.

Accountability Opacity Verified Medium confidence AI-generated / human-pending May 7, 2026

AI scaffold

WWF: Independent review / evaluationGeneral web source · 58%
WWF: Independent evaluation of human-rights action planGeneral web source · 58%
The Guardian: independent review criticizes WWF human-rights approachIndependent reporting · 82%

8World Wildlife Fund / WWF's public framing is assessed as ideological-disavowal evidence because World Wildlife Fund / WWF shows bounded neutrality theater: some contested choices are softened through expertise, public-interest, professional, market, safety, or institutional language, but the record does not show dominant concealment of standpoint.

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

AI scaffold

World Wildlife Fund / WWF official siteGeneral web source · 58%
World Wildlife Fund: About usOfficial self-description · 68%
World Wildlife Fund: Rangers and conservationGeneral web source · 58%

Alternatives

Competitors

AGOOD53 The Nature Conservancy environmental stewardship nonprofit · same market AGOOD62 Earthjustice environmental law nonprofit · United States AGOOD59 Natural Resources Defense Council (NRDC) environmental law and advocacy nonprofit · United States AGOOD59 Sierra Club environmental advocacy nonprofit · United States AGOOD59 Trust for Public Land land conservation nonprofit · United States AGOOD58 Rainforest Action Network environmental advocacy nonprofit · United States AGOOD57 Greenpeace USA environmental advocacy nonprofit · United States AGOOD56 Appalachian Trail Conservancy trail stewardship nonprofit · United States

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