public automaker

Nissan Motor Co.

A public automaker selling Nissan and Infiniti vehicles, with shareholder governance, alliance complexity, combustion and EV exposure, and one of the worst connected-car privacy records in Mozilla review. Nissan Motor Co. remains weak because of ecological harm, surveillance capture, and ideological disavowal, even where the product or service has practical value.

Why this matters: Nissan is a mainstream vehicle brand whose privacy policies show how invasive car-data categories can become normalized.

Letter grade D Extractive Medium confidence (AI) Rubric gcd-rubric-v1 Last reviewed May 6, 2026

Final Score 4* D - Extractive

DEXTRACTIVE4 pts

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

Base Material20

Bonus+0

Cap35Ownership <= 2 and Governance <= 2

After Cap20

Penalties-16

!Not Verified

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Evaluation Overview

D - Extractive

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

Strengths

Extraction3/10
Labor Sovereignty3/7
Market Conduct3/5

Penalties

Ecological Harm-5
High-Carbon Products-5
Surveillance Capture-5
Ideological Disavowal-1

Evidence state

ConfidenceMedium confidence (AI)
ThoroughnessPartial (AI)
Linked claims6
Direct axis claims6
Coverage6/13

Scoring Axes

Axis	Score	Why this score
Ownership ? Control rights: shareholder-dominated at 0, worker cooperative control at 10.	1 / 10	Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. That keeps Nissan Motor Co. low on Ownership: decisive control remains with shareholders, private owners, executives, or state insiders rather than affected people. 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: Column-spectrum position: 12 scored entries below, 65 tied, 149 above on Ownership. Uncertainty Priority page: add more axis-specific research over time to make the comparative placement harder to dispute. Linked evidence Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Governance ? Binding decision authority: centralized control at 0, democratic stakeholder control at 10.	1 / 10	Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. Calibration notes Comparative anchor: Column-spectrum position: 2 scored entries below, 68 tied, 156 above on Governance. Linked evidence context Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Extraction ? Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.	3 / 10	Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. That keeps Nissan Motor Co. 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: Column-spectrum position: 39 scored entries below, 22 tied, 165 above on Extraction. Linked evidence context Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [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	Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Nissan Motor Co. 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: Column-spectrum position: 45 scored entries below, 66 tied, 115 above on Labor Sovereignty. Linked evidence context Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Solidarity with the Unemployed ? Treatment of exits and nonworkers, including severance, redeployment, and non-competes.	2 / 7	Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. That keeps Nissan Motor Co. 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: Column-spectrum position: 31 scored entries below, 49 tied, 146 above on Solidarity with the Unemployed. Linked evidence context Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Loss-Bearing Fidelity ? Willingness to absorb costs to preserve values, workers, users, and public obligations.	2 / 7	Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. That keeps Nissan Motor Co. 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: Column-spectrum position: 33 scored entries below, 14 tied, 179 above on Loss-Bearing Fidelity. Linked evidence context Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Market Conduct ? Pricing fairness, switching costs, lock-in, and rent extraction.	3 / 5	Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Nissan Motor Co. 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: Column-spectrum position: 54 scored entries below, 51 tied, 121 above on Market Conduct. Linked evidence context Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Product Integrity ? Preservation of quality rather than degradation for monetization.	3 / 5	Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. That places Nissan Motor Co. 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: Column-spectrum position: 37 scored entries below, 23 tied, 166 above on Product Integrity. Uncertainty Priority page: add more axis-specific research over time to make the comparative placement harder to dispute. Linked evidence context Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Scale Integrity ? Whether growth improves or degrades fairness and accountability.	2 / 5	Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Nissan Motor Co. 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: Column-spectrum position: 31 scored entries below, 18 tied, 177 above on Scale Integrity. Linked evidence context Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]

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.	-5	Nissan Motor Co. sells cars in a product category where the IEA reports cars and vans produced 3.8 Gt of CO2 emissions in 2023, more than 60% of road-transport emissions. Nissan Motor Co. sells cars in a product category where the IEA reports cars and vans produced 3.8 Gt of CO2 emissions in 2023, more than 60% of road-transport emissions. That warrants a limited Ecological Harm penalty because the institution causes or defends ecological damage that is more than incidental to the model. 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: Column-spectrum position: 21 scored entries below, 11 tied, 194 above on Ecological Harm. Linked evidence Nissan Motor Co. sells cars in a product category where the IEA reports cars and vans produced 3.8 Gt of CO2 emissions in 2023, more than 60% of road-transport emissions. [3]
High-Carbon Products ? Core products, services, financing, or supply chains that materially depend on fossil-fuel combustion, high-emissions transport, industrial animal agriculture, meat, dairy, or other unusually carbon-intensive activity. This is scored separately from general ecological harm so ordinary consumers can see carbon-intensive product exposure directly. Range: -10 to 0.	-5	Combustion transport, vehicle fleets, fuel, rental trucks, or transport platforms create material high-carbon exposure. Linked evidence Nissan Motor Co. has combustion transport exposure high-carbon product exposure based on its listed business model and current profile description: A public automaker selling Nissan and Infiniti vehicles, with shareholder governance, alliance complexity, combustion and EV exposure, and one of the worst connected-car privacy records in Mozilla review. Nissan Motor C… [6]
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.	-5	Mozilla ranked Nissan near the bottom of its car privacy review and reported that Nissan policies covered highly sensitive categories including sexual activity, health diagnosis data, and genetic data. Mozilla ranked Nissan near the bottom of its car privacy review and reported that Nissan policies covered highly sensitive categories including sexual activity, health diagnosis data, and genetic data. That warrants a severe Surveillance Capture penalty because customers, workers, users, bystanders, or the public are exposed to invasive tracking, biometrics, or behavior scanning. The value is near the floor because the conduct appears central, large-scale, repeated, or institutionally powerful rather than incidental. Calibration notes Comparative anchor: Column-spectrum position: 0 scored entries below, 12 tied, 214 above on Surveillance Capture. Linked evidence Mozilla ranked Nissan near the bottom of its car privacy review and reported that Nissan policies covered highly sensitive categories including sexual activity, health diagnosis data, and genetic data. [4]
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	Nissan Motor Co.'s public framing is assessed as ideological-disavowal evidence because Nissan Motor Co. shows bounded neutrality theater: some contested choices are softened through… Nissan Motor Co.'s public framing is assessed as ideological-disavowal evidence because Nissan Motor Co. 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. 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 Nissan Motor Co.'s public framing is assessed as ideological-disavowal evidence because Nissan Motor Co. 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. [5]

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 68/100

6 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

6 verified linked claims

Source quality 16/18

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

Profile stateAI draft / human-pending

VerificationUnverified

ConfidenceMedium confidence (AI)

ThoroughnessPartial (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.

1Nissan Motor Co. publishes investor-relations or annual-report materials for a shareholder-governed automaker.

Ownership Verified Medium confidence AI-generated / human-pending May 6, 2026

AI scaffold

Nissan annual reportsPrimary institutional record · 90%

2Nissan Motor Co. sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale.

Product Integrity Verified Medium confidence AI-generated / human-pending May 6, 2026

AI scaffold

Nissan annual reportsPrimary institutional record · 90%

3Nissan Motor Co. sells cars in a product category where the IEA reports cars and vans produced 3.8 Gt of CO2 emissions in 2023, more than 60% of road-transport emissions.

Ecological Harm Verified Medium confidence AI-generated / human-pending May 6, 2026

AI scaffold

IEA cars and vans trackingGeneral web source · 58%
Nissan annual reportsPrimary institutional record · 90%

4Mozilla ranked Nissan near the bottom of its car privacy review and reported that Nissan policies covered highly sensitive categories including sexual activity, health diagnosis data, and genetic data.

Surveillance Capture Verified Medium confidence AI-generated / human-pending May 6, 2026

AI scaffold

Mozilla Nissan privacy reviewGeneral web source · 58%
Mozilla car privacy overviewGeneral web source · 58%

5Nissan Motor Co.'s public framing is assessed as ideological-disavowal evidence because Nissan Motor Co. 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

Nissan Motor Co. official siteGeneral web source · 58%
Nissan annual reportsPrimary institutional record · 90%
IEA cars and vans trackingGeneral web source · 58%

6Nissan Motor Co. has combustion transport exposure high-carbon product exposure based on its listed business model and current profile description: A public automaker selling Nissan and Infiniti vehicles, with shareholder governance, alliance complexity, combustion and EV exposure, and one of the worst connected-car privacy records in Mozilla review. Nissan Motor C…

High Carbon Products Verified Medium confidence Human-reviewed May 11, 2026

Nissan Motor Co. public siteGeneral web source · 58%
EPA: Transportation Sector EmissionsPrimary public record · 100%

Alternatives

AGOOD57 Bike Works Seattle nonprofit bicycle education and repair organization · United States AGOOD55 Bike Index nonprofit bicycle-registration and stolen-bike recovery registry · United States AGOOD53 Cascade Bicycle Club nonprofit bicycling education and advocacy organization · Washington, Pacific Northwest AGOOD53 Community Cycling Center nonprofit bicycle shop and education center · Oregon, Pacific Northwest AGOOD53 The Drivers Cooperative driver cooperative platform · United States

Competitors

DEXTRACTIVE11 Mazda Motor Corporation public automaker · same market DEXTRACTIVE9 Mitsubishi Motors public automaker · same market DEXTRACTIVE3 Honda Motor Co. public automaker · same market DEXTRACTIVE3 Subaru Corporation public automaker · same market FMALIGNANT-4 Toyota Motor Corporation public automaker · same market AGOOD57 Bike Works Seattle nonprofit bicycle education and repair organization · United States AGOOD55 Bike Index nonprofit bicycle-registration and stolen-bike recovery registry · United States AGOOD53 Cascade Bicycle Club nonprofit bicycling education and advocacy organization · Washington, Pacific Northwest

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Audit Log

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May 6, 2026 at 12:00 AM UTC ai-scaffolding automaker-expansion

Added mainstream automaker entity with source-backed tentative evaluation, including connected-car surveillance and vehicle-emissions claims.

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