Cattle Ranching and Farming (United States) — NAICS 1121

NAICS = North American Industry Classification System, the U.S. federal standard for grouping businesses by activity. This primer covers the 2022 revision, industry group 1121 (four-digit) — Cattle Ranching and Farming — the rung that bundles everything Americans raise cattle to produce: beef, milk, and the small dual-purpose niche that does both. It has three child industries — 11211 (beef cattle and feedlots), 11212 (dairy), and 11213 (dual-purpose) — and this page synthesizes their three primers plus the federal statistics that belong to this level. Tickers, prices, and multiples are reserved for the investable-universe and how-to-invest sections; every acronym is defined on first use.

1. Overview

NAICS 1121 is the U.S. cow economy at the farm gate — every establishment whose primary business is raising cattle, whether the payoff comes as a slaughter-ready steer, a tank of raw milk, or both. It stops at the farm gate: the packing plant, the cheese vat, and the milk carton sit in separate manufacturing codes. What ties the three children together is a single animal and a single master rhythm — the multi-year cattle cycle — but the economics split into two very different businesses (meat and milk) plus a statistical sliver (dual-purpose).

Put in dollars, this is one of the largest blocks of American agriculture. Cattle and calves generated about $112.1 billion of farm cash receipts in 2024 — the single largest U.S. livestock commodity, ~41.7% of all animal-product receipts — and milk added about $50.7 billion, together roughly $163 billion at the farm gate [1][3]. Behind those receipts stands a herd of 86.2 million cattle and calves as of January 1, 2026, the smallest since about 1951 — a genuine 75-year low [2].

The distinctive fact of this level is contrast, not blend. The three children do not compete for the same customer or share the same profit driver; they are three different bets that happen to share a species:

• Beef (11211) is by far the biggest by value, private-by-nature, and sitting at a historic cyclical peak — scarce cattle mean record prices that reward the rancher who owns the animal and squeeze the feedlot that must buy it.
• Dairy (11212) is a heavily regulated, relentlessly consolidating milk-margin business — a price-taker whose fortunes turn on a milk-price-minus-feed-cost spread and a federal pricing system, not on the beef cycle.
• Dual-purpose (11213) is a definitional niche so small that federal statisticians publish no separate size for it — its powerful idea ("get paid twice from one cow") actually plays out inside dairy, as beef-on-dairy crossbreeding.

For an investor of any kind, the through-line is the same across all three: there is no clean public pure-play for raising cattle. The farms are private — families, partnerships, trusts, land companies, employee-owned operators, mega-dairies, and farmer cooperatives. Listed capital reaches the theme indirectly (downstream processors, ranch land, input suppliers) or through futures. This primer's job is to show where value and risk concentrate across the three children before treating the level as a whole.

2. What's inside — the three children, and how they differ

The level is really one large business (beef), one large regulated business (dairy), and one rounding error (dual-purpose). The table below leads with what each child is, its share of the level, its direction of travel, who owns it, and how an investor reaches it; the numbers are unpacked in §3–§5.

The through-line. Two of the three children carry essentially all the money, and they are different businesses, not two sizes of one. Beef is a cyclical, unregulated-at-the-gate, price-taking real-asset business now at a rare high; dairy is a regulated, structurally consolidating milk-margin business whose price is set through a federal formula. They share the cattle cycle only loosely — a beef-price boom does not lift a dairy farm's milk check. The third child, dual-purpose, matters as a concept (diversifying milk and beef off one herd) far more than as a code: the strategy has quietly conquered the dairy sector through beef-on-dairy crossbreeding, but the farms that do it are still counted as dairy, leaving 11213 a statistical orphan. For every child, the ownership texture is private and the public market offers only proxies.

3. How big it is (this level's rollup)

A note on our figures. Our ingested ground-truth stats file for NAICS 1121 (stats-1121.md) contains no metrics — there are no ingested stat_metrics for this node, and none for its children either. Every number below is therefore drawn from the labeled public sources carried up from the three child primers (USDA and SBA, principally), not from an internal dataset. Where a clean level-wide figure does not exist in federal data, this primer says so rather than inventing one.

Physical size (current inventory).

• 86.2 million head of all cattle and calves as of January 1, 2026 — the smallest total since about 1951, a roughly 75-year low [2]. The three children's animals sit inside that pool: 27.6M beef cows (breeding herd, 11211), 13.8M cattle on feed (11211's feedlot half), and ~9.5M milk cows (11212); dual-purpose animals are too few to break out [2].
• The 2025 calf crop was about 32.9 million head, down ~2%, on some measures the smallest since 1941 [2].
• Milk output was about 232 billion pounds in 2025 (from ~226B in 2024) — one of the largest single farm commodities by volume [5][8].

Economic value (farm gate).

• Cattle and calf receipts: $112.1 billion (2024) — 41.7% of all U.S. animal-product receipts and the single largest commodity [1].
• Milk receipts: $50.7 billion (2024), easing to about $48.9 billion (2025) — roughly a fifth of animal-product receipts [1][5].
• Together, about $163 billion at the farm gate for the cattle-and-milk economy in 2024 [3]. Read this as an approximate rollup, not a precise total: the cattle/calf line includes some dairy-origin animals (cull cows and calves), so beef and dairy receipts are not perfectly separable. Directionally, beef is ~two-thirds of the level and dairy ~one-third; dual-purpose is immaterial.

Structure (2022 Census of Agriculture — the most NAICS-aligned counts). USDA's NAICS summary of the 2022 Census (the "What Is a Farm?" universe uses a $1,000 sales threshold) folds this level's cattle farms into just three published buckets [6]:

• Beef (112111): 534,633 farms specializing in beef cattle ranching, reporting $32.2 billion of cattle/calf sales; a broader 622,162 farms held beef cows at all, averaging 47 cows, with ~55% running fewer than 20 [6][7].
• Feedlots (112112): ~11,186 farms classified as feedlots (a NASS NAICS count), versus 25,783 farms that sold cattle on feed in 2022 — down from 30,273 in 2017 — with a few thousand large commercial yards doing the overwhelming majority of finishing [6][17].
• Dairy (11212): ~23,153 farms in the Census NAICS count (~23,600 licensed herds by 2025) [6][8].
• Dual-purpose (112130): no separate line at all — a valid classification that USDA does not publish, so it is a statistical orphan [4].

SBA size standards (SBA = U.S. Small Business Administration; these are program-eligibility thresholds, not revenue measures) reveal how differently the children are built: a beef ranch counts as small up to $2.5 million in average annual receipts, a dairy farm up to $3.75 million, and a cattle feedlot up to $22.0 million [13]. The feedlot ceiling is nearly 9× the ranch's because feed passes through the yard as revenue — a reminder that gross receipts are a poor gauge of where profit sits in this level.

Undercount caveat (significant at this level). Do not expect the usual "business statistics" here. The Census Bureau's payroll-business programs — County Business Patterns (CBP), the Economic Census, and Statistics of U.S. Businesses — exclude all of crop and animal production (NAICS 111 and 112) and omit businesses without paid employees; Nonemployer Statistics excludes 111/112 as well [18]. The Bureau of Labor Statistics' Quarterly Census of Employment and Wages likewise excludes the self-employed and most small-farm workers. So the authoritative counts come from USDA's Census of Agriculture and National Agricultural Statistics Service (NASS) surveys, not the business register [6]. Because this level is dominated by very small, often individually owned operations — most acutely in beef and dual-purpose — any employer-firm lens badly understates its footprint. The honest way to size 1121 is by head of cattle, number of farms, milk volume, and receipts — and to accept that the dual-purpose child is genuinely unmeasured, likely thousands of farms hiding under other labels.

4. The investable universe — where value concentrates across the children

There is no pure-play public company for any of the three children. Raising cattle for beef, milking cows, and dual-purpose farming are all private by nature. Listed capital reaches the level indirectly, and — crucially — the access points differ by child, because beef and milk flow to different buyers. Tickers below are for the access discussion only.

Beef side (11211) — listed exposure sits downstream (packers), sideways (land), or in futures:

Dairy side (11212) — value sits in the ecosystem around the barn, split into demand and cost:

Where the private ownership really sits (and how it differs by child):

• Beef (11211) — held as land and herds: family dynasties and land companies (e.g. King Ranch ~825,000 acres; the W.T. Waggoner Estate ~524,000 acres), institutional operators (AgReserves/Deseret), and producer-owned processing (U.S. Premium Beef). Feedlots add a small commercial top tier — asset-manager-owned (Five Rivers, ~870,000-head capacity), employee-owned (Cactus Feeders), and family agribusiness (Friona, Simplot) [15].
• Dairy (11212) — held as farms and cooperatives: family operations and large private mega-dairies (Riverview LLP, Threemile Canyon), with most milk marketed through farmer-owned co-ops that increasingly integrate forward into processing [16].
• Dual-purpose (11213) — small private/homestead herds; no distinct investable surface [4].

The practical takeaway: value and ownership concentrate differently across the children, and even the proxies diverge. A bullish beef view and a bullish milk view are reached through entirely different listed names — and in the packers' case, high cattle prices hurt the proxy. Public equity captures none of the three farm codes cleanly.

5. How the money works

This level stacks two distinct margin businesses plus a niche, and the differences are the point.

Beef (11211) — a cyclical margin on the animal. Upstream (cow-calf/stocker), revenue per cow ≈ calves weaned × weight × price per hundredweight ("cwt" = 100 pounds), minus feed and pasture; the land is the balance sheet and can appreciate while the cattle enterprise merely breaks even. In 2025 the economics were historic — CattleFax pegged average calf revenue at ~$2,246 per head (up ~$631) [14]. Downstream (feedlot), profit is a spread on the finished head: fed-cattle sale minus feeder cost, corn, yardage, and interest — the "cattle crush." Because cattle are scarce, finishing breakevens have climbed toward ~$248/cwt into 2026, squeezing the very margin the rancher's windfall creates [11]. The cattle cycle — an ~8–12-year swing set by how slowly cows breed — hits the two beef stages with opposite sign: when cattle are dear, the owner captures profit and the feeder gets squeezed [20].

Dairy (11212) — a milk-feed spread per hundredweight. A dairy is a commodity price-taker with a biological cost base, earning the difference between the milk price it receives and its cost per cwt. Price comes largely from the regulated Federal Milk Marketing Order (FMMO) blend (§7), tied to wholesale cheese, butter, and powder; average producer returns were about $21.19/cwt in 2025 [5]. Feed is the swing cost (total cost near $23.60/cwt in 2024), and scale wins decisively — USDA put 2021 cost at $42.70/cwt for herds under 50 cows versus $19.14/cwt for herds of 2,000+ [8]. A few dollars per cwt flips the whole industry between profit and loss; the durable edge is cost per cwt, helped by rising milk per cow (~24,390 lb in 2025) [5]. Note the contrast with beef: dairy's fate turns on a federally influenced milk price and feed, not on the beef cattle cycle.

Dual-purpose (11213) — two revenue engines off one herd. The literal dual-purpose farm runs milk and beef from the same cows — the appeal being that the two prices do not always move together. In practice this diversification idea has migrated into the dairy sector as beef-on-dairy: dairies breed part of the herd to beef sires for more valuable crossbred calves, a strategy now used on roughly 72–80% of dairy farms — but it shows up in dairy's statistics, not under this code [12].

Managing the risk (across children). Beef producers and feeders hedge with CME (Chicago Mercantile Exchange) live-cattle (LE) and feeder-cattle (GF) futures and USDA Livestock Gross Margin / Livestock Risk Protection insurance; dairies hedge with Class III/IV milk futures and the federal Dairy Margin Coverage (DMC) safety net [19][21].

6. What drives demand

Demand splits by product, which is why the children move on different news:

• Beef demand (11211). The U.S. is the world's largest beef market with a preference for grain-fed beef; per-capita consumption held near 59.3 lb in 2025 and a beef-demand index reached 138 (up 27% from 2019), resilient even at record retail prices [9][11]. A rancher sells not to consumers but to feedlots, whose willingness to bid hinges on expected fed-cattle prices and corn cost — so corn is a demand driver for the ranch and a cost driver for the feedlot at once [11].
• Milk demand (11212). Milk demand is really demand for dairy products — cheese is the growth engine, butter/fat set records, high-protein and cultured products add a steady tailwind, while fluid drinking milk keeps declining; total per-capita dairy reached ~651 lb (milk-fat basis) in 2024 [8]. Exports — about a sixth of U.S. milk solids, and ~3 billion lb of beef — tie both children's farm prices to global markets and trade policy [5][9].
• The cattle cycle (shared, but felt differently). Scarce calves (2025 crop ~32.9M) drive record cattle prices — great for beef sellers, tough for feeders — while dairy's beef-on-dairy premium makes dairy-origin calves genuinely valuable, a modest cross-benefit to the milk business [11][12].
• Feed and forage. Corn and hay costs, and drought/pasture conditions, gate margins for beef and set the floor under dairy — often mattering more to farm profit than swings in end-consumer demand.

7. Regulation

Regulation lands unevenly across the level — lightest on the pasture-based ranch, heaviest on the confined feedlot and the milk parlor.

• Milk pricing (dairy-weighted). The FMMO minimum-pricing system (USDA's Agricultural Marketing Service, AMS) sets much of a dairy farm's revenue; its biggest overhaul in two decades took effect June 2025 [22]. There is no equivalent price regulation on the beef side.
• Animal health & traceability (all children). USDA's Animal and Plant Health Inspection Service (APHIS) controls disease and, under a 2024 rule, requires electronically readable ear tags for covered cattle moving interstate; since 2024 it also runs H5N1 (avian-influenza) testing and movement orders for lactating dairy cattle [23].
• Water & manure (feedlot- and mega-dairy-weighted). The Environmental Protection Agency (EPA) defines an Animal Feeding Operation by ≥45 days of confinement; larger Concentrated Animal Feeding Operations (CAFOs) need a National Pollutant Discharge Elimination System permit and a nutrient plan — biting on feedlots and large dairies, far less on pasture cow-calf [24].
• Meat inspection & market conduct (beef-weighted). USDA's Food Safety and Inspection Service runs mandatory slaughter inspection (downstream), and the Packers and Stockyards Act (USDA AMS) polices buyer conduct in livestock trading — central to the concentration debate (§8) [4].
• Labor, land, and safety nets. Dairy relies heavily on immigrant labor and cannot use the seasonal H-2A visa; western ranchers depend on federal grazing permits; DMC (dairy) and livestock insurance (beef) backstop margins [21].

8. Consolidation

The defining structural fact of the level is hundreds of thousands of small sellers facing a handful of large buyers, with the direction of pressure differing by child.

• Beef (11211). Ranching is a fragmented base gently concentrating (~10% of farms hold ~60% of the herd), while feeding is already consolidated (1,000+-head lots market ~88% of fed cattle) [6][9]. Both sell downstream into the most concentrated tier of all: the "Big Four" packers — Tyson, JBS, Cargill, and National Beef — handle roughly 85% of U.S. steer-and-heifer slaughter, a near-oligopsony (very few buyers) [7]. That tension is live: in 2025–2026 the U.S. Department of Justice intensified an antitrust investigation into the largest beef processors [7].
• Dairy (11212). The story is relentless attrition of farms: licensed dairy herds fell from about 66,825 in 2004 to ~23,609 in 2025 (~65% fewer) even as milk output climbed, because survivors are far larger and more productive; co-ops concentrate in parallel and integrate into processing [10].
• Dual-purpose (11213). The niche lives precisely where consolidation squeezes hardest — small and mid-size herds — so the literal category shrinks even as its beef-on-dairy strategy goes mainstream inside big dairies [12].

Across the level, consolidation advances more through contracts, cooperatives, producer-owned processing, feedlot relationships, and land aggregation than through wholesale replacement of independent farms.

9. Risks

• Cyclicality — but two different cycles. Beef sits at a record-price peak that will eventually turn; the risk is buying breeding stock or feeders near the top before a downturn [11]. Dairy's risk is the milk-feed margin flipping on a few dollars per cwt and on the new FMMO formulas [5][22]. A shock good for one child can be neutral or bad for the other.
• Weather and feed. Multi-year drought drove the 2021–2023 beef liquidation behind today's shortage; corn and hay costs swing both meat and milk margins.
• Disease. H5N1 in dairy cattle (confirmed March 2024, 1,000+ herds across 17 states by mid-2025) threatens the milk side, and the New World screwworm advancing through Mexico — which prompted a 2025 U.S. suspension of southern-border live-animal imports — threatens beef supply and herd rebuilding [12][23]. Foot-and-mouth disease is a tail risk that could shut exports overnight.
• Buyer concentration. Beef sells into a near-oligopsony of packers; dairy sells largely through co-ops and into a concentrated processor base (the 2019 Dean Foods bankruptcy stranded thousands of farms' milk) — both weaken farm-gate bargaining power [7][16].
• Rates, leverage, and succession. Land, cattle, and equipment are capital-heavy and often financed; interest rates feed straight into feedlot closeouts and dairy expansion, and illiquid, high-priced assets make exits and generational transfer hard.
• For investors specifically. No liquid pure-play equity exists for any child; futures are leveraged and volatile; and the most liquid beef proxies (packers) are an inverse bet on scarce, expensive cattle [20].

10. How to invest, and the outlook

Match the vehicle to the child.

Public-market routes (all indirect):

• Beef theme: processor equities — Tyson (TSN), JBS (JBS) — are the most liquid access, but note the direction: high cattle prices compress packer margins, so they are not a proxy for a bullish rancher [20]. Listed ranch land (Tejon Ranch, TRC) and CME cattle futures (live LE, feeder GF) or the iPath Livestock ETN (COW) are the closer, if imperfect, plays.
• Dairy theme: buy the demand side (KO, SAP, BN, NESN, GIS, KHC), the cost side (ZTS, ELAN, DE, ADM), or CME Class III/IV milk futures. Farmland REITs (LAND, FPI) are a distant land proxy for either child.

Private routes (how the level is really owned):

• Beef: direct ranch/land ownership, pasture leases, custom-grazing, retained ownership / custom feeding (own the cattle, pay a yard yardage + feed, ~25–30% equity), and producer-owned processing. Underwrite land and the operating business separately, with attention to water, forage, genetics, hedging, and succession [15].
• Dairy: direct farm/herd ownership, cooperative membership, private processors and dairy-tech (robotic milking, manure-to-energy), and dairy farmland and water rights in low-cost western basins. The edge is cost per cwt [16].
• Dual-purpose: no separate vehicle — reached through the same beef and dairy menus, or through operator-specific bets on grass-based/heritage herds [4].

Outlook (forward-looking judgment, not a forecast of record). The two big children point in different directions into 2026–2027. Beef sits at a genuine extreme — the smallest herd in ~75 years, heifer retention still stalled, analysts not expecting meaningful expansion before ~2028 — implying continued record cattle prices that favor owners with cattle to sell (11211's ranchers) and squeeze the feedlots that must buy them; USDA ERS forecasts slaughter-steer prices around $251/cwt in 2026 against feedlot breakevens near $248, i.e. razor-thin finishing margins [11]. Dairy faces the classic margin squeeze — USDA projects higher production (~236.6 billion lb in 2026) but softer all-milk prices (~$20.00/cwt) [5]. Dual-purpose rides both: its clearest tailwind is beef-on-dairy, its clearest headwind is dairy consolidation [12]. The wildcards — screwworm, H5N1, and trade policy — could move supply and prices sharply on either side. A durable thesis at this level should not rest on today's high cattle prices alone: the best operators in any child are distinguished by low-cost forage or feed, dependable water, strong genetics, disciplined working capital, and reliable market access. In short, a level with one business at a cyclical peak (beef), one grinding through structural consolidation (dairy), and one clever idea that pays off mostly under someone else's label (dual-purpose) — all of them private at the core, and all reached by investors only around the edges.

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Sources

Synthesized from the three child primers (11211, 11212, 11213) and the federal statistics they cite. Our ingested ground-truth file for NAICS 1121 (stats-1121.md) contains no stat_metrics; every figure below is USDA's, SBA's, or another labeled public source carried up from the children — not an internal dataset.

1. USDA Economic Research Service (ERS). "Cash receipts by commodity, 2024" (cattle/calves $112.1B, 41.7% of animal-product receipts; dairy $50.7B). https://www.ers.usda.gov/data-products/chart-gallery/chart-detail?chartId=76949
2. USDA National Agricultural Statistics Service (NASS). "Cattle" (Jan. 1, 2026 inventory: 86.2M head, smallest since ~1951; 27.6M beef cows; 13.8M on feed; ~9.5M milk cows; 2025 calf crop ~32.9M), 2026. https://www.nass.usda.gov/Publications/Todays_Reports/reports/catl0126.pdf
3. USDA ERS / NASS, combined farm-gate receipts (cattle/calves + milk ≈ $163B, 2024). https://www.ers.usda.gov/data-products/farm-income-and-wealth-statistics/annual-cash-receipts-by-commodity
4. U.S. Census Bureau / Office of Management and Budget. "North American Industry Classification System — 2022" (definitions and exclusions for 11211, 11212, 11213 and children 112111/112112/112120/112130). https://www.census.gov/naics/reference_files_tools/2022_NAICS_Manual.pdf
5. USDA NASS. "Milk Production, Disposition, and Income 2025 Summary" (~232B lb; ~9.5M cows; $48.9B receipts; ~$21.19/cwt; per-cow ~24,390 lb) and USDA ERS Dairy Market Outlook (2026 ~236.6B lb, ~$20.00/cwt), 2026. https://www.nass.usda.gov/Publications/Todays_Reports/reports/mlkpdi26.pdf
6. USDA NASS. "2022 Census of Agriculture — Cattle and Cattle on Feed Highlights (ACH22-13) and Summary by NAICS" (534,633 beef-specializing farms, $32.2B sales; feedlots ~11,186; dairy ~23,153; no dual-purpose line), 2024. https://www.nass.usda.gov/Publications/Highlights/2024/Census22_HL_Cattle%20and%20Cattle%20on%20Feed_final.pdf
7. USDA ERS, Amber Waves. "Concentration in the U.S. Meatpacking Industry" (Big Four ~85% of steer/heifer slaughter) and DOJ antitrust-probe coverage (2025–2026); USDA ERS 2022 Census beef-cow chart (622,162 farms, avg 47 cows, ~10% hold ~60%). https://www.ers.usda.gov/amber-waves/2024/january/concentration-in-u-s-meatpacking-industry-and-how-it-affects-competition-and-cattle-prices
8. USDA NASS. "2022 Census of Agriculture — Dairy Highlights" (1,000+-cow farms ~8% but ~68% of milk; top 5 states >65%) and USDA ERS cost-by-herd-size ($42.70 vs $19.14/cwt, 2021). https://www.nass.usda.gov/Publications/Highlights/2024/Census22_HL_Dairy.pdf
9. USDA ERS. "Cattle & Beef: Sector at a Glance" (feedlots ≥1,000 head = 7% but ~88% of fed cattle; per-capita ~59.3 lb; exports) and U.S. Dairy Export Council export data. https://www.ers.usda.gov/topics/animal-products/cattle-beef/sector-at-a-glance
10. USDA ERS, Amber Waves. "Fewer Farms, More Milk: The Changing Structure and Costs of U.S. Dairy Farming" (licensed herds 66,825 in 2004 → ~23,609 in 2025), 2026. https://www.ers.usda.gov/amber-waves/2026/february/fewer-farms-more-milk-the-changing-structure-and-costs-of-us-dairy-farming
11. farmdoc daily (University of Illinois), "Trends in Cattle Finishing Breakeven Prices and Net Returns" (breakevens toward ~$248/cwt); DTN/Progressive Farmer (feeders ~$364/cwt in 2026); Angus Journal (culling, calf crop); USDA ERS Cattle & Beef Market Outlook (slaughter steer ~$251/cwt 2026). https://farmdocdaily.illinois.edu/2026/07/trends-in-cattle-finishing-breakeven-prices-and-net-returns.html
12. Dairy Herd Management / American Farm Bureau Federation. "Beef-on-Dairy" (used on ~72–80% of dairy farms) and Ag Proud, "2024 U.S. Dairy Statistics." https://www.fb.org/market-intel/beefing-up-dairy-the-rise-of-crossbreeding
13. U.S. Small Business Administration. "Table of Small Business Size Standards Matched to NAICS Codes" (112111 = $2.5M; 112120 = $3.75M; 112112 = $22.0M average annual receipts), 2023. https://www.sba.gov/document/support-table-size-standards
14. Drovers. "CattleFax 2025 Survey: Record $2,246 Calf Revenue Drives Historic Cow-Calf Profits," 2025. https://www.drovers.com/news/cattlefax-2025-survey-record-2-246-calf-revenue-drives-historic-cow-calf-profits
15. NCBA/CattleFax (largest feeder capacities: Five Rivers ~870k, Cactus ~628k, Friona ~610k, Simplot ~230k); Tyson 10-K; JBS N.V. 20-F; Tejon Ranch 10-K; iPath Livestock ETN (COW); Gladstone Land / Farmland Partners; Wikipedia "King Ranch"/"Waggoner Ranch." https://www.ncba.org/Media/NCBA2025/Docs/2024-cattlefaxpages.pdf
16. Dairy Foods, "The 2025 Dairy Top 100" (Dairy Farmers of America; Land O'Lakes; California Dairies; processors and demand/cost equities: KO, SAP, BN, NESN, GIS, KHC, ZTS, ELAN, DE, ADM). https://www.dairyfoods.com/articles/98404-the-2025-dairy-top-100
17. Beef Magazine (Farm Progress). "Cattle feedlots decline in USDA Census" (25,783 farms sold cattle on feed in 2022, down from 30,273 in 2017), 2024. https://www.beefmagazine.com/market-news/cattle-feedlots-decline-in-usda-census
18. U.S. Census Bureau. "County Business Patterns: Methodology" and "Nonemployer Statistics Overview" (both exclude crop/animal production, NAICS 111/112, and nonemployers). https://www.census.gov/programs-surveys/cbp/technical-documentation/methodology.html
19. CME Group. "Livestock and Dairy Futures and Options" (Live Cattle LE; Feeder Cattle GF; Class III/IV Milk). https://www.cmegroup.com/markets/agriculture/livestock.html
20. Bloomberg. "Why Beef Prices Won't Drop Anytime Soon" (rancher captures profit while feedlots and packers are squeezed by scarce, dear cattle), 2026. https://www.bloomberg.com/graphics/2026-beef-prices-cattle-supply-chain/
21. USDA Risk Management Agency (Livestock Gross Margin; Livestock Risk Protection) and USDA Farm Service Agency (Dairy Margin Coverage). https://www.rma.usda.gov/about-crop-insurance/frequently-asked-questions/livestock-gross-margin-cattle
22. Congressional Research Service. "Pricing Amendments to the Federal Milk Marketing Orders" (final Nov 2024, effective June 2025). https://www.congress.gov/crs-product/IF12923
23. USDA APHIS. "Interstate Movement Guidance for Lactating Dairy Cattle (H5N1)" and "Animal Disease Traceability" ear-tag rule; USDA, "Secretary Rollins Suspends Live Animal Imports Along Southern Border" (New World screwworm, 2025). https://www.aphis.usda.gov/news/program-update/aphis-updates-guidance-interstate-movement-lactating-dairy-cattle
24. U.S. Environmental Protection Agency. "Animal Feeding Operations (AFOs) — NPDES CAFO permitting" (45-day definition; CAFO permits). https://www.epa.gov/npdes/animal-feeding-operations-afos