Progressive

public company

Progressive

Industry Insurance

A public insurance company best known for auto insurance, usage-based pricing, and direct-to-consumer insurance shopping. Progressive is a major GEICO/State Farm/Allstate competitor with useful price competition, but its public-company control and telematics rating model keep it below mutual or cooperative insurance options.

Why this matters: Usage-based insurance can be a good deal for some drivers while also normalizing behavioral pricing and surveillance.

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

Final Score 14* D - Extractive

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

Base Material16
Bonus+2
Cap35Ownership <= 2 and Governance <= 2
After Cap18
Penalties-4
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Evaluation Overview

D - Extractive

The score turns mainly on Market Conduct, with the largest penalty coming from Surveillance Capture.

Strengths

  • Market Conduct3/5
  • Product Integrity3/5
  • Extraction2/10

Penalties

  • Surveillance Capture-3
  • Ideological Disavowal-1

Evidence state

  • ConfidenceMedium confidence (AI)
  • ThoroughnessDeveloped (AI)
  • Linked claims8
  • Direct axis claims7
  • Coverage7/13

Scoring Axes

Axis Score Why this score
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control at 10.
1 / 10

Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers.

Linked evidence
  • context Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • context Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
1 / 10

Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing.

Linked evidence
  • context Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • context Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • context Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
2 / 10

Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing.

Linked evidence
  • context Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • context Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • context Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]
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.
1 / 7

Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing.

Linked evidence
  • context Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • context Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • context Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
1 / 7

Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing.

Linked evidence
  • context Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • context Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • context Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
2 / 7

Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing.

Linked evidence
  • context Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • context Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • context Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
3 / 5

Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer.

Linked evidence
  • context Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • context Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
3 / 5

Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing.

Linked evidence
  • Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • context Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • context Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
2 / 5

Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing.

Linked evidence
  • context Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing. [1]
  • context Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers. [2]
  • context Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
  • context Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer. [4]
  • context Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing. [5]

Penalties

Penalty Applied Why this penalty
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.
-3

Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely.

Linked evidence
  • Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely. [3]
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

The competitor-coverage pass applies an Ideological Disavowal penalty because the entity presents ordinary investor-centered market governance, surveillance, or risk-pricing choices as…

Linked evidence
  • The competitor-coverage pass applies an Ideological Disavowal penalty because the entity presents ordinary investor-centered market governance, surveillance, or risk-pricing choices as neutral service administration rather than as contested institutional choices. [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

The competitor-coverage pass gives limited Good Deal credit because the entity provides broadly useful, price-competitive, or practically necessary service compared with adjacent competitors, while still lacking stakeholder control.

Linked evidence
  • The competitor-coverage pass gives limited Good Deal credit because the entity provides broadly useful, price-competitive, or practically necessary service compared with adjacent competitors, while still lacking stakeholder control. [6]
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.
1 / 3

The competitor-coverage pass gives limited Cost Transparency credit where the cited materials make pricing or data-use tradeoffs more explicit than adjacent competitors, though not enough to remove deeper market opacity.

Linked evidence
  • The competitor-coverage pass gives limited Cost Transparency credit where the cited materials make pricing or data-use tradeoffs more explicit than adjacent competitors, though not enough to remove deeper market opacity. [7]

Confidence Basis

Confidence Basis

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

Medium 74/100

8 verified linked claims 7 direct axis claims 0 disputed claims 7/13 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 15/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 9/18

7 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

7/13 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.
1Progressive sells auto and other personal and commercial insurance, including direct digital quotes and usage-based Snapshot pricing.

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

AI scaffold

2Progressive is a shareholder-governed public company, so formal insurance governance is not held by policyholders or workers.

Ownership Verified High confidence AI-generated / human-pending

AI scaffold

3Progressive's Snapshot privacy statement says driving-behavior data can be used for pricing, underwriting, claims, fraud investigation, research and development, and driving reports, and that received data may be retained indefinitely.

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

AI scaffold

4Progressive provides real price competition in auto insurance, but usage-based pricing and underwriting remain asymmetric systems where the company knows far more than the customer.

Market Conduct Verified Medium confidence AI-generated / human-pending

AI scaffold

5Progressive explains Snapshot data use more directly than many surveillance-pricing systems, reducing but not eliminating the opacity of behavioral insurance pricing.

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

AI scaffold

6The competitor-coverage pass gives limited Good Deal credit because the entity provides broadly useful, price-competitive, or practically necessary service compared with adjacent competitors, while still lacking stakeholder control.

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

AI scaffold

7The competitor-coverage pass gives limited Cost Transparency credit where the cited materials make pricing or data-use tradeoffs more explicit than adjacent competitors, though not enough to remove deeper market opacity.

Cost Transparency Verified Medium confidence AI-generated / human-pending

AI scaffold

8The competitor-coverage pass applies an Ideological Disavowal penalty because the entity presents ordinary investor-centered market governance, surveillance, or risk-pricing choices as neutral service administration rather than as contested institutional choices.

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

AI scaffold

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