Executive Summary

Two of the most common words on American meat packaging — “natural” and “family farm” — are also two of the most misleading. Neither has a meaningful regulatory definition. Neither requires any on-farm verification. And both are empirically documented to extract premium prices from consumers who would likely not pay those premiums if they knew what the labels actually meant.

This report synthesizes peer-reviewed experimental economics research, federal labeling records, industry-commissioned consumer surveys, and the 2022 USDA Census of Agriculture to document how these two terms function in the US meat market. The central finding is consistent across every data source reviewed: consumers believe these labels guarantee production practices that they, in fact, do not guarantee; consumers pay meaningful premiums for products bearing these labels; and the labels are systematically used on products from the same industrial operations they are marketed against.

The empirical record supports a single conclusion: “natural” and “family farm” are not descriptions. They are marketing devices that work because the gap between consumer perception and production reality is wide and unregulated. Closing that gap — not by banning the words, but by surfacing the underlying production facts at the point of purchase — is the animating purpose of Farm Animal Transparency’s consumer disclosure platform.

Part I: The Word “Natural”

1. What “Natural” Actually Means — and Does Not Mean

The word “natural” enjoys the broadest consumer recognition of any meat-related labeling claim in the US market. It also has the least regulatory substance. The USDA’s Food Safety and Inspection Service (FSIS) treats “natural” as applicable to any meat or poultry product that is “minimally processed” and contains “no artificial ingredient or added color.” This definition governs post-slaughter processing only. It is silent on how the animal was raised, what it was fed, whether it was given antibiotics or growth hormones, how it was housed, or where it was slaughtered.

On packaged and processed food — products regulated by the FDA rather than USDA — the regulatory picture is even thinner. The FDA has no formal definition of “natural” and has, for decades, declined to establish one. A 2015 FDA public comment period on the term drew nearly a million comments. As of this writing, no rule has been issued.

The gap between this thin regulatory reality and consumer belief is the market opportunity that the word creates.

2. The Grebitus Experimental Evidence

The most rigorous empirical examination of “natural” as a meat labeling claim comes from Konstantinos G. Syrengelas, Karen Lewis DeLong, Carola Grebitus, and Rodolfo M. Nayga Jr., publishing in Applied Economic Perspectives and Policy in 2018 (“Is the Natural Label Misleading? Examining Consumer Preferences for Natural Beef,” 40(3):445–460).

Grebitus and colleagues designed a between-subjects choice experiment with 663 beef-eating US consumers. Half of the sample was provided with the USDA definition of “natural” before making purchase decisions; the other half was not. Participants then indicated willingness to pay for steaks carrying various combinations of labels: “natural,” grass-fed, corn-fed, no growth hormones, no antibiotics, and no GM feed.

The results are striking and directly relevant to FAT’s mission:

The interpretation by the authors is unambiguous:

Translated into market terms: the “natural” label, unadorned and undisclosed, extracts approximately $1.26 per pound from uninformed consumers. When paired with other halo claims, the premium nearly doubles. When the USDA definition is disclosed, the standalone premium collapses to zero. The premium exists because of, and is sustained by, consumer misunderstanding.

3. Corroborating Evidence: Consumer Reports, ASPCA, and Farm Forward

The Grebitus findings are consistent with a decade of independent consumer research:

• Consumer Reports (2016): 73% of US consumers seek out “natural” labels when making food-purchasing decisions — more than the 58% who seek out “organic,” despite organic being the only label of the two backed by enforceable federal standards.
• Consumer Reports (2014–2016): The majority of consumers believe the “natural” label means no artificial ingredients or colors (65%), no growth hormones (64%), no antibiotics, no GMO feed (59%), and — roughly half — that the animals went outdoors. None of these is required for a product to carry the “natural” label.
• ASPCA (Thibault, Pailler & Freund, 2022): Among 1,000 US grocery shoppers, 54% had purchased “natural”-labeled animal products in the past year, the highest rate of any individual welfare-related label. Of these shoppers, 59% of those who also purchased certified animal-welfare products reported purchasing “natural” products in the belief that the label signaled improved animal welfare.
• Farm Forward (2021 and 2022 national surveys): 78% of American shoppers said they would be concerned if they learned products labeled “natural” and “sustainable” typically come from factory farms. 76% said they would be concerned that these labels often lack legal definition. 38% of shoppers incorrectly believed “cage-free” meant raised on pasture — a parallel finding illustrating how ambiguous terms reliably produce consumer misunderstanding.

The pattern across every survey is identical. Consumers associate “natural” with higher-welfare, cleaner, more ethically-produced meat. The meat industry knows this — and prices accordingly.

Part II: “Family Farm” and the Consolidation of US Meat Production

4. What “Family Farm” Actually Means

If “natural” is underregulated, “family farm” is essentially unregulated as a marketing term. There is no USDA definition of “family farm” for labeling purposes. There is no FSIS pre-approval required to use the phrase or its visual cues — red barns, white fences, pastoral landscapes, smiling farmers — on meat packaging.

USDA’s Economic Research Service does maintain a definition of “family farm” for statistical purposes: an operation in which the majority of the business is owned by the operator and individuals related to the operator by blood, marriage, or adoption. By this definition, roughly 96% of US farms are “family farms.” But the definition captures operations ranging from a 40-acre diversified livestock ranch to a multi-million-dollar contract poultry operation owned by three brothers running 16 industrial broiler houses for Tyson Foods.

That statistical definition, which was designed for tracking operator demographics, has no bearing on animal welfare, husbandry practices, processing arrangements, or supply chain concentration. Yet producers and retailers routinely rely on its elasticity to deploy “family farm” imagery on products that come from industrial operations indistinguishable from the Concentrated Animal Feeding Operations (CAFOs) that dominate American meat production.

5. The Factory Farm Reality

While “family farm” imagery populates the meat case, the overwhelming majority of US animal products come from operations that meet the Environmental Protection Agency’s definition of a CAFO — large, concentrated facilities in which hundreds or thousands of animals are confined for at least 45 days a year.

The Sentience Institute, drawing on the 2022 USDA Census of Agriculture and EPA CAFO classification criteria, estimates the following share of US farmed animals living on factory farms:

Our World in Data, in its November 2024 update drawing on the 2022 USDA Census of Agriculture, arrived at the same aggregate estimate: 99% of US livestock are factory-farmed — approximately 10 billion animals, more than the global human population.

The 2022 Census of Agriculture further documents that, between 2017 and 2022, the total number of US farms dropped by 7%, but the total number of animals being raised for food reached 1.7 billion — nearly a 50% increase over twenty years. Large-scale farms constitute only 4% of all US farms but control two-thirds of US agricultural land. Dairy farms declined 34%, pig farms 9%, beef cattle farms 7% — while livestock numbers stayed constant or grew. The translation is direct: fewer, much larger, more concentrated operations producing more animals.

Against this reality, consider the imagery a shopper encounters in the meat aisle. Packaging consistently features pastoral landscapes, red barns, animals on open grass, and attribution to multi-generational “family farms.” The Animal Welfare Institute’s 2023 report Deceptive Consumer Labels — a review of 97 approved label claims on 76 meat products from 2013–2021 — documents how routine this practice is and how little substantiation the USDA requires.

6. Four Companies Control the Meat Case

Beneath the pastoral imagery is a processing market of extraordinary concentration. By conventional estimates, four companies — Tyson Foods, JBS, Cargill, and National Beef Packing — process approximately 85% of US beef. Four companies process approximately 70% of US pork. Two companies (Tyson and Pilgrim’s Pride, itself majority-owned by JBS) dominate broiler processing.

Many of the “family farms” whose names and imagery appear on packaging are contract growers in these consolidated supply chains — independent operators who build industrial facilities to company specifications, purchase feed and chicks from the integrator, raise animals under the integrator’s protocol, and return the finished animals to the integrator’s slaughter facility. The financial, technical, and husbandry control resides with the integrator. The “family farm” provides the labor, the capital investment in the facility, and — crucially — the marketing narrative.

That narrative is doing substantial commercial work. The Trump administration’s January 2026 Executive Order directing the Department of Justice and Federal Trade Commission to investigate price-fixing and anticompetitive conduct in the food sector — and the creation of dedicated Food Supply Chain Security Task Forces within both agencies — reflects a growing federal recognition that concentration in US meat markets has reached levels warranting antitrust scrutiny. The gap between that regulatory reality and the “family farm” imagery on grocery store shelves has never been wider.

7. The Case Record: “Family Farm” Litigation and Consumer Complaints

A number of class action and consumer protection actions have challenged “family farm” marketing as deceptive. Notable matters include:

• Nestlé “Family Farmed” litigation (dairy): consumer class actions alleging that “local family farms” imagery on dairy products misrepresented supply chains dominated by industrial operations.
• Tyson Foods (chicken): consumer litigation and FTC complaints challenging “raised without antibiotics” and related wholesome-farm imagery paired with concentration of production in industrial broiler operations.
• Perdue Farms: challenges to “humanely raised” and “USDA Process Verified” claims used alongside family-farm iconography on products from contract broiler operations meeting only conventional industry standards.
• Smithfield Foods (pork): ongoing scrutiny of “family-owned” marketing and Smithfield’s 2013 acquisition by WH Group (formerly Shuanghui International), the Chinese conglomerate that remains the parent company of the largest US pork producer.

The Animal Legal Defense Fund has argued that this category of false advertising “allows ‘Big Ag’ to maintain business as usual, preying on conscientious consumers with lies meant to conceal the factory farming origins of their meat, dairy, and eggs.” Whether any individual marketing claim crosses into legally actionable deception is a matter for courts and regulators; the pattern of litigation itself is evidence that consumers, competitors, and advocacy organizations recognize a systematic gap between the promise of the imagery and the reality of the supply chain.

Part III: The Economics of the Disclosure Gap

8. What Consumers Believe vs. What They Get

The disclosure gap is not a rhetorical frame. It is an empirically documented divergence between consumer belief and production reality, measured repeatedly across independent research:

The consistency of these findings across a decade of independent studies — using different methodologies, different survey instruments, different populations, and commissioned by different organizations with different agendas — is the most important signal in the data. The disclosure gap is not an artifact of any single study. It is a structural feature of the US meat market.

9. Premiums Captured Without Corresponding Production Changes

The Thibault, Pailler, and Freund (2022) study — published in Food Ethics and based on a 1,000-household ASPCA-commissioned survey by Lake Research Partners — provides the most comprehensive recent picture of how these premiums flow through the market:

• 86% of US grocery shoppers bought at least one animal product in the past year carrying one of twelve welfare-related labels: cage-or-crate-free, free-range, pasture-raised, natural, organic, no-hormone, no-antibiotic, no-rBST, humane, vegetarian-fed, grass-fed, or farm-raised.
• Of those who purchased such products, 89% did so because they believed the label indicated higher-welfare production practices.
• 78% knowingly paid more for the product because of that belief.
• The “natural” label was the single most-purchased welfare-related label, acquired by 54% of consumers.
• 85% of survey respondents said the government should be setting and enforcing clear definitions for food labels related to animal welfare.
• 83% reported they would be likely to switch to a brand that guaranteed products came from farm animals raised under higher welfare standards.

The ASPCA, AWI, Farm Forward, and Consumer Reports have all independently concluded that the US labeling system transfers substantial premiums from consumers to producers without requiring the production practices consumers believe they are paying for — a pattern that, in their words and the author’s, rises to the level of “humanewashing.”

The most important consequence is not the premium itself. It is the competitive disadvantage imposed on producers who actually meet the welfare, husbandry, and supply-chain standards that consumers believe they are paying for. When a verified pasture-based pork producer and an industrial contract broiler operation can both use “family farm” imagery, the market pays for the imagery rather than the practice — and the market produces less of the practice.

Part IV: The FAT Response

10. Why Bans Are the Wrong Answer

Consumer Reports and others have proposed banning the word “natural” from food packaging. That proposal has merit on first principles, but it faces two practical challenges. First, it requires federal regulatory action that has been inert for more than a decade. Second, and more importantly, banning a single word does not solve the underlying problem. The industry will find other words. The market operates on the gap between what is disclosed and what is concealed — not on any specific vocabulary.

The more productive response is structural disclosure. If consumers could see, at the point of purchase, the actual production facts that their preferred labels are meant to signal — breed, feed, antibiotic use, country of origin, processing location, chemical residues, recall history, environmental impact, supply chain concentration, foreign ownership, supply chain traceability — the ambiguity premium would erode on its own. Grebitus and colleagues already demonstrated the mechanism experimentally: when consumers were given the USDA definition of “natural,” the standalone premium vanished. Structured disclosure does what bans promise to do, without requiring a word to be banned.

11. The FAT Disclosure Framework

Farm Animal Transparency (FAT) is built on exactly this premise. The FAT platform — farmanimaltransparency.com and the FAT App, live on the Apple App Store as “FAT App – Meat Label Scanner” — delivers structured disclosure analysis at the point of purchase. Consumers scan the product label itself — the printed claims, imagery, and production language on the package — and receive a structured analysis of what those claims do and do not mean. The platform does not rate, rank, or recommend products. It maps what producers disclose and what they withhold across fifteen categories:

• Species and breed (including heritage, rare, and common commercial strains)
• Production method (confinement, free-range, pasture, rotational grazing)
• Animal welfare (third-party certification, handling, mutilation practices)
• Feed (grain composition, pasture, forage, additives, growth promoters)
• Antibiotic use (routine, therapeutic, none)
• Hormone and growth promoter use
• Country of origin and processing location
• Chemical and drug residues (FDA sampling data)
• Recall history (FSIS enforcement data)
• Environmental impact (EPA enforcement, manure management, water quality)
• Economic concentration (integrator share, market concentration)
• Foreign ownership and parent corporate structure
• Supply chain traceability (from birth to slaughter to retail)
• Worker conditions (OSHA enforcement, labor practices)
• Certifications (third-party, industry-backed, or absent)

The framework integrates FSIS, FDA, and EPA enforcement data — all of which is technically public but functionally inaccessible to consumers at the moment of purchase — with supply chain maps and processor-level records. A consumer who scans the label can, in seconds, see what the label promised, what the disclosure record shows, and what it withholds.

The underlying thesis is drawn directly from Grebitus’s experimental finding. Disclosure changes willingness to pay. Given accurate, structured information, consumers will pay for the practice, not the imagery. Producers who deliver the practice will be rewarded. Producers hiding behind ambiguous terms will face competitive pressure. And the words “natural” and “family farm” will be reduced, over time, to what they actually are: marketing language with no regulatory meaning, which the market has learned to discount.

12. Conclusion

Two of the most commercially effective words in American meat marketing are also two of the most misleading. Empirical research demonstrates that consumers pay real premiums for “natural” and “family farm” products based on beliefs that are inconsistent with the underlying production reality. Approximately 99% of US farmed animals live on factory farms; virtually no consumer believes this when they buy the product in front of them.

The regulatory response has been inert for a decade and shows no sign of changing at a pace that matches the scale of the market distortion. A structural consumer disclosure response is the alternative. Farm Animal Transparency is that response. The research reviewed here is both its intellectual foundation and its measurable market opportunity.

References