Yum Brands

public fast-food franchisor

Yum Brands

Industry Food

A public fast-food franchisor behind KFC, Taco Bell, Pizza Hut, and Habit Burger & Grill. Yum is useful as a restaurant-access baseline, but its franchise-led fast-food model, meat and ultra-processed menu mix, youth-oriented brands, app data, and global scale make it a low-scoring food institution.

Why this matters: Yum is the parent-level comparison for KFC, Taco Bell, and Pizza Hut, so it belongs beside McDonald’s, Subway, and other fast-food chains.

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

Final Score -16* F - Malignant

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

Base Material12
Bonus+0
Cap35Ownership <= 2 and Governance <= 2
After Cap12
Penalties-28
G
Private Government badge

Yum Brands receives the Private Government badge because it combines large-scale private rule-setting over customers, workers, users, members, or counterparties with OpenLobby-documented lobbying of about $1.6M on public policy issues.

Evidence: [14]

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Evaluation Overview

F - Malignant

The score turns mainly on Extraction, with the largest penalty coming from Policy Capture.

Strengths

  • Extraction2/10
  • Market Conduct2/5
  • Product Integrity2/5

Penalties

  • Policy Capture-6
  • High-Carbon Products-5
  • Ecological Harm-3
  • Toxic Products-3

Evidence state

  • ConfidenceMedium confidence (AI)
  • ThoroughnessDeveloped (AI)
  • Linked claims14
  • Direct axis claims13
  • Coverage13/19

Scoring Axes

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

Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities.

Linked evidence
  • Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities. [1]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
1 / 10

Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around…

Linked evidence
  • context Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment. [2]
  • context Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities. [1]
  • context Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality. [3]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
2 / 10

Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around…

Linked evidence
  • context Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment. [2]
  • context Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities. [1]
  • context Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality. [3]
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

Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around…

Linked evidence
  • context Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment. [2]
  • context Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities. [1]
  • context Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality. [3]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
1 / 7

Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around…

Linked evidence
  • context Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment. [2]
  • context Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities. [1]
  • context Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality. [3]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
1 / 7

Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around…

Linked evidence
  • context Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment. [2]
  • context Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities. [1]
  • context Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality. [3]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
2 / 5

Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality.

Linked evidence
  • Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality. [3]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
2 / 5

Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around…

Linked evidence
  • Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment. [2]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
1 / 5

Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around…

Linked evidence
  • context Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment. [2]
  • context Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities. [1]
  • context Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality. [3]

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.
-3

Yum Brands has environmental burden from meat, dairy, poultry, packaging, energy, waste, delivery, logistics, and restaurant expansion.

Linked evidence
  • Yum Brands has environmental burden from meat, dairy, poultry, packaging, energy, waste, delivery, logistics, and restaurant expansion. [4]
Policy Capture
?
Private-interest attempts to bend law, regulation, subsidies, taxes, enforcement, trade, labor, safety, competition, environmental, healthcare, housing, surveillance, civil-liberties, or consumer policy against workers, customers, citizens, affected communities, or ecological life. Public-interest advocacy is not penalized merely because it is lobbying. Range: -15 to 0.
-6

OpenLobby records YUM!.

Linked evidence
  • OpenLobby records YUM! BRANDS lobbying on labor, tax, food, education, consumer protection, copyright / patents / trademarks, and other issues with about $1.6M in spending across 32 filings; the reviewed filings document private institutional lobbying over public rules rather than a public-interest advocacy role. [12]
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

Meat-heavy restaurant and franchise models create material high-carbon exposure through ordinary customer purchases.

Linked evidence
  • Yum Brands has meat-centered restaurant model high-carbon product exposure based on its listed business model and current profile description: A public fast-food franchisor behind KFC, Taco Bell, Pizza Hut, and Habit Burger & Grill. Yum is useful as a restaurant-access baseline, but its franchise-led fast-food model, meat and ultra-processed menu mix, youth-or… [13]
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.
-3

Yum Brands sells food where salt, sugar, saturated fat, fried preparation, processed ingredients, alcohol exposure, or portion design can become materially harmful when normalized as routine eating.

Linked evidence
  • Yum Brands sells food where salt, sugar, saturated fat, fried preparation, processed ingredients, alcohol exposure, or portion design can become materially harmful when normalized as routine eating. [5]
Youth Capture
?
Manipulative youth-directed marketing, youth-data or attention monetization, collectible/add-on traps, parasocial or identity capture, surprise mechanics, or treating young people as lower-disclosure consumers. Making useful toys or welcoming children is not itself penalized. Range: -5 to 0.
-3

Yum Brands reaches children, teens, families, or young adults through value meals, snacks, desserts, mascots, sports, breakfast, late-night, app rewards, or youth-coded brand culture.

Linked evidence
  • Yum Brands reaches children, teens, families, or young adults through value meals, snacks, desserts, mascots, sports, breakfast, late-night, app rewards, or youth-coded brand culture. [6]
Subscription Capture
?
Manipulative recurring-payment, automatic-renewal, cancellation-friction, bundling, trial-conversion, or refund designs that profit from inertia or confusion. Range: -5 to 0.
-1

Yum Brands uses apps, digital ordering, points, rewards, promotions, stored accounts, or habitual repeat-purchase loops that increase inertia beyond a single meal decision.

Linked evidence
  • Yum Brands uses apps, digital ordering, points, rewards, promotions, stored accounts, or habitual repeat-purchase loops that increase inertia beyond a single meal decision. [7]
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.
-2

Yum Brands publishes some menu and nutrition information, but the real tradeoffs in ingredients, labor, franchising, animal supply, pricing, and digital data are hard for ordinary diners to compare at purchase time.

Linked evidence
  • Yum Brands publishes some menu and nutrition information, but the real tradeoffs in ingredients, labor, franchising, animal supply, pricing, and digital data are hard for ordinary diners to compare at purchase time. [8]
Identity Capture
?
Customer pressure, employee pressure, and pervasive identity saturation. Range: -3 to 0.
-2

Yum Brands turns food into brand identity, fandom, lifestyle, family ritual, sports/snacking culture, faith-coded loyalty, or casual-dining belonging beyond plain nourishment.

Linked evidence
  • Yum Brands turns food into brand identity, fandom, lifestyle, family ritual, sports/snacking culture, faith-coded loyalty, or casual-dining belonging beyond plain nourishment. [9]
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.
-2

Yum Brands privacy materials or digital ordering systems show customer data collection through apps, websites, loyalty programs, payments, delivery, Wi-Fi, or advertising technology.

Linked evidence
  • Yum Brands privacy materials or digital ordering systems show customer data collection through apps, websites, loyalty programs, payments, delivery, Wi-Fi, or advertising technology. [10]
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

Yum Brands presents franchised restaurant expansion as ordinary convenience and hospitality while underplaying the institutional power embedded in labor structure, menu engineering, animal supply, and data capture.

Linked evidence
  • Yum Brands presents franchised restaurant expansion as ordinary convenience and hospitality while underplaying the institutional power embedded in labor structure, menu engineering, animal supply, and data capture. [11]

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

13 verified linked claims 13 direct axis claims 0 disputed claims 13/19 components covered

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

Claim confidence 13/20

13 verified linked claims

Source quality 15/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 9/18

13 direct claims across 19 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 7/10

13/19 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.
1Yum Brands is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities.

Ownership Verified Medium confidence AI-generated / human-pending

AI scaffold

2Yum Brands sells convenient restaurant meals through KFC, Taco Bell, Pizza Hut, Habit Burger, fried chicken; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment.

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

AI scaffold

3Yum Brands uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality.

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

AI scaffold

4Yum Brands has environmental burden from meat, dairy, poultry, packaging, energy, waste, delivery, logistics, and restaurant expansion.

Ecological Harm Verified Medium confidence AI-generated / human-pending

AI scaffold

5Yum Brands sells food where salt, sugar, saturated fat, fried preparation, processed ingredients, alcohol exposure, or portion design can become materially harmful when normalized as routine eating.

Toxic Products Verified Medium confidence AI-generated / human-pending

AI scaffold

6Yum Brands reaches children, teens, families, or young adults through value meals, snacks, desserts, mascots, sports, breakfast, late-night, app rewards, or youth-coded brand culture.

Youth Capture Verified Medium confidence AI-generated / human-pending

AI scaffold

7Yum Brands uses apps, digital ordering, points, rewards, promotions, stored accounts, or habitual repeat-purchase loops that increase inertia beyond a single meal decision.

Subscription Capture Verified Medium confidence AI-generated / human-pending

AI scaffold

8Yum Brands publishes some menu and nutrition information, but the real tradeoffs in ingredients, labor, franchising, animal supply, pricing, and digital data are hard for ordinary diners to compare at purchase time.

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

AI scaffold

9Yum Brands turns food into brand identity, fandom, lifestyle, family ritual, sports/snacking culture, faith-coded loyalty, or casual-dining belonging beyond plain nourishment.

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

AI scaffold

10Yum Brands privacy materials or digital ordering systems show customer data collection through apps, websites, loyalty programs, payments, delivery, Wi-Fi, or advertising technology.

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

AI scaffold

11Yum Brands presents franchised restaurant expansion as ordinary convenience and hospitality while underplaying the institutional power embedded in labor structure, menu engineering, animal supply, and data capture.

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

AI scaffold

12OpenLobby records YUM! BRANDS lobbying on labor, tax, food, education, consumer protection, copyright / patents / trademarks, and other issues with about $1.6M in spending across 32 filings; the reviewed filings document private institutional lobbying over public rules rather than a public-interest advocacy role.

Policy Capture Verified Medium confidence AI-generated / human-pending

AI scaffold

13Yum Brands has meat-centered restaurant model high-carbon product exposure based on its listed business model and current profile description: A public fast-food franchisor behind KFC, Taco Bell, Pizza Hut, and Habit Burger & Grill. Yum is useful as a restaurant-access baseline, but its franchise-led fast-food model, meat and ultra-processed menu mix, youth-or…

High Carbon Products Verified Medium confidence Human-reviewed

14Yum Brands receives the Private Government badge because it combines large-scale private rule-setting over customers, workers, users, members, or counterparties with OpenLobby-documented lobbying of about $1.6M on public policy issues.

Private Government Verified Medium confidence AI-generated / human-pending

AI scaffold

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