public company
Dow / Union Carbide
Industry Manufacturing
A public chemicals case tied to Union Carbide and Dow, centered on the Bhopal gas disaster and unresolved mass-death and contamination accountability. Dow / Union Carbide scores low because of documented human harm, ecological harm, and person-dependent governance, with poor loss-bearing fidelity and weak stakeholder ownership reinforcing the negative evaluation.
Why this matters: Catastrophic industrial harm with long-running refusal or failure to repair belongs in the maximum human-harm tier.
Letter grade F Malignant Medium confidence (AI) Rubric gcd-rubric-v1
* Tentative scaffolding score. Not human-checked or final.
Request verification to have the evidence record checked against primary materials and organization-supplied documents. Verification does not buy a higher score; scores change only when review finds factual errors, omissions, or miscalibration.
Evaluation Overview
F - Malignant
The score turns mainly on Extraction, with the largest penalty coming from Human Harm.
Strengths
- Extraction2/10
- Labor Sovereignty2/7
- Governance1/10
Penalties
- Human Harm-20
- Ecological Harm-18
- Reversibility-5
- Toxic Products-4
Evidence state
- ConfidenceMedium confidence (AI)
- ThoroughnessDeveloped (AI)
- Linked claims7
- Direct axis claims7
- Coverage7/15
Scoring Axes
| Axis | Score | Why this score |
|---|---|---|
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control
at 10.
|
0 / 10 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
Governance
?
Binding decision authority: centralized control at 0, democratic
stakeholder control at 10.
|
1 / 10 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured
extraction judgment.
|
2 / 10 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
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 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
Solidarity with the
Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment,
and non-competes.
|
1 / 7 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and
public obligations.
|
0 / 7 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
|
1 / 5 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
Product Integrity
?
Preservation of quality rather than degradation for monetization.
|
1 / 5 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
|
0 / 5 |
Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control. Linked evidence
|
Penalties
| Penalty | Applied | Why this penalty |
|---|---|---|
Reversibility
?
Applied when positive conduct depends on current living leaders,
founders, family owners, or other person-contingent governance rather
than durable structure. Range: -5 to 0.
|
-5 |
Dow / Union Carbide's favorable conduct depends partly on current leaders, founders, family owners, executive discretion, or other person-contingent control rather than a fully locked democratic stakeholder-control structure. Linked evidence
|
Human Harm
?
Severity, scale, culpability, vulnerable targets, willful reoffense,
reputation laundering, pattern escalation, and time decay. Range: -20 to
0.
|
-20 |
Amnesty International describes the Bhopal gas disaster as involving thousands of immediate deaths, more than 22,000 total deaths, roughly 500,000 people continuing to suffer, and unresolved remedy obligations connected to Union Carbide and Dow. Linked evidence
|
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.
|
-18 |
Dow / Union Carbide sits in the very severe Ecological Harm range because Bhopal-linked legacy harm and chemical-industry operations create grave contamination and industrial-risk concerns. Linked evidence
|
Toxic Products
?
Current sale of products whose ordinary use, exposure, ingredients,
residues, packaging, or formulation creates toxic, addictive, or
consumer-safety risk. Food products receive at least light scrutiny for
artificial colors, artificial flavors, petro-derived additives,
pesticide residues, contaminants, endocrine-disrupting packaging, and
ultra-processed formulation. Ordinary adult nightlife or alcohol service
is not penalized by itself without evidence of predatory marketing,
youth targeting, addiction-extractive design, or unusual product-safety
misconduct. Range: -5 to 0.
|
-4 |
Dow / Union Carbide currently sells industrial chemical and materials products while catastrophic chemical-harm evidence anchors the company record; the product category creates ordinary… Linked evidence
|
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability
structures that prevent public accountability. Range: -2 to 0.
|
-2 |
Dow/Union Carbide Bhopal accountability records is relevant to the accountability-opacity penalty because unresolved remedy obligations and continuing contamination are documented largely through external human-rights sources. Linked evidence
|
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 |
Dow / Union Carbide's public framing is assessed as ideological-disavowal evidence because Dow / Union Carbide shows bounded neutrality theater: some contested choices are softened through… Linked evidence
|
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 68/100
7 verified linked claims 7 direct axis claims 0 disputed claims 7/15 components covered
This confidence label measures the source-backed evidence trail. AI-scaffolded scores remain tentative until human review.
Claim confidence 17/20
7 verified linked claims
Source quality 12/18
Best source per verified claim, weighted by institutional reliability
Direct axis-specific claims 6/18
7 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
7/15 evidence-bearing components have direct support
Evidence State
Evidence State
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.1Union Carbide presents itself as a Dow subsidiary, and the relevant chemical enterprise is governed through conventional corporate control rather than democratic affected-community or worker control.
- Union Carbide company siteGeneral web source · 58%
2Dow / Union Carbide's favorable conduct depends partly on current leaders, founders, family owners, executive discretion, or other person-contingent control rather than a fully locked democratic stakeholder-control structure.
- Union Carbide company siteGeneral web source · 58%
3Amnesty International describes the Bhopal gas disaster as involving thousands of immediate deaths, more than 22,000 total deaths, roughly 500,000 people continuing to suffer, and unresolved remedy obligations connected to Union Carbide and Dow.
- Amnesty International Bhopal 40 Years of InjusticeGeneral web source · 58%
- Amnesty International on Dow and Bhopal remedyGeneral web source · 58%
4Amnesty International characterizes Bhopal as a continuing contaminated sacrifice zone with long-running environmental and health impacts after the Union Carbide gas leak.
- Amnesty International Bhopal 40 Years of InjusticeGeneral web source · 58%
- Amnesty International on Dow and Bhopal remedyGeneral web source · 58%
5Dow/Union Carbide Bhopal accountability records is relevant to the accountability-opacity penalty because unresolved remedy obligations and continuing contamination are documented largely through external human-rights sources.
- Amnesty International Bhopal 40 Years of InjusticeGeneral web source · 58%
- Amnesty International on Dow and Bhopal remedyGeneral web source · 58%
6Dow / Union Carbide currently sells industrial chemical and materials products while catastrophic chemical-harm evidence anchors the company record; the product category creates ordinary toxic, addictive, or consumer-safety exposure under the directory's toxic-products screen.
- Union Carbide company siteGeneral web source · 58%
- EPA chemicals under TSCAPrimary public record · 100%
7Dow / Union Carbide's public framing is assessed as ideological-disavowal evidence because Dow / Union Carbide 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.
- Dow / Union Carbide official siteGeneral web source · 58%
- Amnesty International Bhopal 40 Years of InjusticeGeneral web source · 58%
- Amnesty International on Dow and Bhopal remedyGeneral web source · 58%
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How This Page Is Maintained
Evidence comes in through contributors, is checked by verifiers, and is synthesized by reviewers. Founder authority remains narrow and visible; scores recalculate when verified claims or the rubric change.
Civic Note
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Audit Log
Recent public changes for this company or group. The full audit log is part of the Transparency record.
Added tentative AI-generated Toxic Products penalty -4 and directory value for current toxic, addictive, pesticide, livestock, chemical, or consumer-safety product exposure.
Added tentative claim-backed worst-offender calibration score for human-harm scale comparison.