Kochava

location data broker

Kochava

Industry Platforms

A location data broker selling mobile advertising and measurement data, sued by the FTC over sensitive geolocation-data practices. Kochava scores low because of documented human harm, surveillance capture, and identity capture, with extractive economics and centralized governance reinforcing the negative evaluation.

Why this matters: Sensitive location brokerage makes ordinary phone use a surveillance surface people cannot realistically avoid.

Letter grade F Malignant Medium confidence (AI) Rubric gcd-rubric-v1

Final Score -14* F - Malignant

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

Base Material8
Bonus+0
Cap35Ownership <= 2 and Governance <= 2
After Cap8
Penalties-22
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Evaluation Overview

F - Malignant

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

Strengths

  • Labor Sovereignty2/7
  • Ownership1/10
  • Governance1/10

Penalties

  • Human Harm-10
  • Surveillance Capture-5
  • Identity Capture-3
  • Accountability Opacity-2

Evidence state

  • ConfidenceMedium confidence (AI)
  • ThoroughnessPartial (AI)
  • Linked claims6
  • Direct axis claims6
  • Coverage6/14

Scoring Axes

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

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 12 scored entries below, 65 tied, 149 above on Ownership.

Linked evidence
  • context Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
1 / 10

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 2 scored entries below, 68 tied, 156 above on Governance.

Linked evidence
  • context Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
1 / 10

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 2 scored entries below, 17 tied, 207 above on Extraction.

Linked evidence
  • context Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]
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

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 8 scored entries below, 36 tied, 182 above on Labor Sovereignty.

Linked evidence
  • context Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
1 / 7

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 3 scored entries below, 27 tied, 196 above on Solidarity with the Unemployed.

Linked evidence
  • context Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
1 / 7

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 12 scored entries below, 20 tied, 194 above on Loss-Bearing Fidelity.

Linked evidence
  • context Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
0 / 5

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 0 scored entries below, 14 tied, 212 above on Market Conduct.

Linked evidence
  • Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
0 / 5

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 0 scored entries below, 4 tied, 222 above on Product Integrity.

Linked evidence
  • context Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
1 / 5

Kochava operates a data and measurement business involving mobile device data and advertising analytics.

Calibration notes

Comparative anchor: Column-spectrum position: 14 scored entries below, 16 tied, 196 above on Scale Integrity.

Linked evidence
  • context Kochava operates a data and measurement business involving mobile device data and advertising analytics. [1]

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.
-10

The FTC sued Kochava, alleging it sold geolocation data from hundreds of millions of mobile devices that could trace people to sensitive locations including reproductive health clinics, places of worship, shelters, and addiction recovery facilities.

Calibration notes

Comparative anchor: Column-spectrum position: 24 scored entries below, 6 tied, 196 above on Human Harm.

Linked evidence
  • The FTC sued Kochava, alleging it sold geolocation data from hundreds of millions of mobile devices that could trace people to sensitive locations including reproductive health clinics, places of worship, shelters, and addiction recovery facilities. [2]
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.
-2

The FTC alleged people were often unaware their location data was being purchased and shared by Kochava and had no control over its sale or use.

Calibration notes

Comparative anchor: Column-spectrum position: 0 scored entries below, 52 tied, 174 above on Accountability Opacity.

Linked evidence
  • The FTC alleged people were often unaware their location data was being purchased and shared by Kochava and had no control over its sale or use. [3]
Identity Capture
?
Customer pressure, employee pressure, and pervasive identity saturation. Range: -3 to 0.
-3

The FTC alleged Kochava data could be used to identify and track specific people at sensitive locations, exposing them to stigma, stalking, discrimination, job loss, and physical violence.

Calibration notes

Comparative anchor: Column-spectrum position: 0 scored entries below, 12 tied, 214 above on Identity Capture.

Linked evidence
  • The FTC alleged Kochava data could be used to identify and track specific people at sensitive locations, exposing them to stigma, stalking, discrimination, job loss, and physical violence. [4]
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

The FTC alleged Kochava sold geolocation data from hundreds of millions of mobile devices that could trace people to sensitive locations, describes conduct considered under Surveillance Capture.

Calibration notes

Comparative anchor: Column-spectrum position: 0 scored entries below, 12 tied, 214 above on Surveillance Capture.

Linked evidence
  • The FTC alleged Kochava sold geolocation data from hundreds of millions of mobile devices that could trace people to sensitive locations, describes conduct considered under Surveillance Capture. [5]
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

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

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
  • Kochava's public framing is assessed as ideological-disavowal evidence because Kochava exercises meaningful institutional or cultural power while strongly presenting contested choices as neutral expertise, safety, objectivity, professionalism, administrative necessity, or public service. [6]

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 73/100

6 verified linked claims 6 direct axis claims 0 disputed claims 6/14 components covered

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

Claim confidence 18/20

6 verified linked claims

Source quality 17/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 6/18

6 direct claims across 14 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 4/10

6/14 evidence-bearing components have direct support

Evidence State

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.
1Kochava operates a data and measurement business involving mobile device data and advertising analytics.

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

AI scaffold

2The FTC sued Kochava, alleging it sold geolocation data from hundreds of millions of mobile devices that could trace people to sensitive locations including reproductive health clinics, places of worship, shelters, and addiction recovery facilities.

Human Harm Verified High confidence AI-generated / human-pending

AI scaffold

3The FTC alleged people were often unaware their location data was being purchased and shared by Kochava and had no control over its sale or use.

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

AI scaffold

4The FTC alleged Kochava data could be used to identify and track specific people at sensitive locations, exposing them to stigma, stalking, discrimination, job loss, and physical violence.

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

AI scaffold

5The FTC alleged Kochava sold geolocation data from hundreds of millions of mobile devices that could trace people to sensitive locations, describes conduct considered under Surveillance Capture.

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

AI scaffold

6Kochava's public framing is assessed as ideological-disavowal evidence because Kochava 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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Added source-backed tentative evaluation during the A-grade/public-interest and nonobvious extraction expansion pass.

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