Agricultural Land (Specialty) KPIs.

Agricultural Land (Specialty) covers non-row-crop, non-orchard, non-vineyard agricultural use — pasture (cattle ranch + grazing), timberland (forestry), recreational hunting + fishing land, conservation land, and CRP (Conservation Reserve Program) enrolled land. Performance is measured by use type: pasture (cattle stocking density, AUM — Animal Unit Months, $/AUM, water access); timberland (board-foot growth + harvest cycle, biological asset valuation); recreational (lease income + outfitter revenue + property appreciation). Timberland REITs (WY, RYN, PCH) hold ~25M acres collectively focused on Pacific Northwest + Southeast US softwood. Cattle ranches are largely private — major institutional buyers include Stan Kroenke (~1M+ acres), Ted Turner (~1.5M acres pre-divestiture). Conservation easements + carbon credits are emerging revenue streams. Comparable: LAND (Gladstone Land — broader farmland including some pasture), FPI (Farmland Partners — row crops + some pasture), WY/RYN/PCH (timberland), TPL (Texas Pacific Land — energy + ranch + permian). Ilora.ai ingests acreage by use type, AUM stocking + cattle inventory, timber growth + harvest schedule, water rights, conservation easement value, and recreational lease revenue, then benchmarks against ASFMRA + USDA NASS county data + LAND + FPI + WY + RYN + PCH peer-set comparables.

14 definitions · Sector: AGRICULTURAL · Used by Ilora.ai specialist AI agents

NOI

Net Operating Income

Total revenue minus operating expenses (excludes financing and capital costs). The primary measure of property-level profitability.

NOI = Revenue − Operating Expenses

  • profitability
  • core
Cap Rate

Capitalization Rate

Net Operating Income divided by current property value. Expresses unleveraged annual yield as a percentage.

Cap Rate = NOI ÷ Property Value

  • valuation
  • core
DSCR

Debt Service Coverage Ratio

Net Operating Income divided by total annual debt service. Lender-required cushion measure; below 1.0 means NOI cannot cover debt.

DSCR = NOI ÷ Annual Debt Service

  • lending
  • risk
LTV

Loan-to-Value

Loan amount divided by property value. Lower LTV = lower lender risk.

LTV = Loan Amount ÷ Property Value

  • lending
  • risk
OER

Operating Expense Ratio

Operating expenses divided by gross revenue. Lower is better, but varies by property type (hotels run higher than triple-net retail).

OER = Operating Expenses ÷ Gross Revenue

  • efficiency
GRM

Gross Rent Multiplier

Property value divided by gross annual rental income. Quick valuation shortcut; less precise than cap rate.

GRM = Property Value ÷ Gross Annual Rent

  • valuation
  • shortcut
IRR

Internal Rate of Return

Annualized return on investment accounting for time value of money across the full hold period.
  • return
  • underwriting
CoC

Cash-on-Cash Return

Pre-tax annual cash flow divided by total cash invested. Measures the cash yield, not total return.

CoC = Annual Cash Flow ÷ Total Cash Invested

  • return
DCF

Discounted Cash Flow

Valuation method that projects future cash flows and discounts them to present value at a chosen rate.
  • valuation
  • underwriting
TTM

Trailing Twelve Months

A rolling sum of the most recent 12 months. Smooths seasonality for KPI comparisons.
  • period
  • core
Yield/Ac

Yield Per Acre

Crop output per acre per harvest. The fundamental productivity measure for farmland.
  • production
  • USDA
Cash Rent

Cash Rent Per Acre

Annual cash payment per acre under a fixed-rent lease. The dominant farmland income model.
  • income
Crop Share

Crop Share

Lease structure where landlord receives a percentage of crop revenue instead of cash rent.
  • lease
  • structure
PI / CSR

Soil Productivity Index

State-specific scoring of soil productivity (e.g. CSR2 in Iowa, PI in Illinois). Drives valuation.
  • valuation
  • physical

Sub-types

Sub-types within Agricultural Land (Specialty).

Cattle Ranch / Grazing Land
Pasture or rangeland for cattle production; AUM-rated.
Timberland
Productive forest land for sawtimber + pulpwood; long harvest cycle.
Recreational / Hunting Land
Land primarily for recreational hunting + fishing leasing.
Conservation Easement Land
Land permanently protected by conservation easement; tax-incentive structures.
CRP / EQIP Enrolled Land
USDA Conservation Reserve Program + EQIP enrolled land.

Amenities & features

7 amenities Ilora.ai tracks for Agricultural Land (Specialty).

Improved Pasture / Grazing Land

Improved pasture for cattle grazing; AUM-rated.

  • AUM rating
  • Cattle inventory
Timberland (Productive Forest)

Productive timber stands by species, age, harvest cycle.

  • Board feet per acre
  • Tree species mix
Water Rights + Stock Tanks

Surface water rights + stock tanks + wells for cattle + irrigation.

  • Water rights (AF/yr)
  • Stock tank count
Recreational Hunting Land

Recreational hunting blinds, food plots, wildlife management areas.

  • Hunting lease revenue
  • Wildlife management cost
Cattle Working Facilities

Corrals, chutes, scales, working pens for cattle handling.

  • Cattle handling capacity
  • Equipment CapEx
Internal Roads + Fencing

Ranch road network + perimeter fencing + cross-fencing.

  • Fence miles
  • Road maintenance reserve
Conservation Easement / Carbon Credit

Conservation easement value + emerging carbon credit revenue.

  • Conservation easement value
  • Carbon credit revenue

Industry reference

How the agricultural land (specialty) sector operates.

Market segments

  • Cattle producer / rancher
  • Timberland investor (institutional + private)
  • Recreational landowner (hunting + fishing)
  • Conservation buyer (TNC, Conservation Fund)
  • Energy + mineral rights holder
  • Carbon credit market participant
  • Long-term land banker

Operating models

  • Owner-operator ranch (multi-generation family)
  • Private institutional fund (timberland + ranch)
  • REIT-owned (LAND, FPI, WY, RYN, PCH)
  • TIMO (Timberland Investment Management Organization)
  • Conservation easement steward + landowner partnership
  • Recreational lease operator

Regulatory frameworks

  • USDA NASS (production reporting)
  • USDA Forest Service (federal timber)
  • USDA Conservation Reserve Program (CRP)
  • USDA EQIP / CSP conservation programs
  • NRCS conservation easement standards
  • State hunting + fishing regulations
  • EPA + Clean Water Act (wetlands, riparian)
  • Section 170(h) qualified conservation contribution (tax)

Industry organizations

  • NCBA (National Cattlemen's Beef Association)
  • ASFMRA (American Society of Farm Managers + Rural Appraisers)
  • NWTF (National Wild Turkey Federation)
  • TNC (The Nature Conservancy)
  • Conservation Fund
  • TIMOs (Hancock Natural Resource Group, Forest Investment Associates)
  • Realtors Land Institute (RLI)

Comparable public REITs / operators

  • LAND (Gladstone Land — broader farmland portfolio with some pasture)
  • FPI (Farmland Partners — row crops + some pasture)
  • WY (Weyerhaeuser — timberland, ~11M acres)
  • RYN (Rayonier — timberland, ~2.7M acres)
  • PCH (Potlatch — timberland, ~2M acres + sawmill)
  • TPL (Texas Pacific Land — Permian Basin energy + ranch land)
  • Adjacent: CTRE (CareTrust REIT — limited adjacency)

Documents Ilora.ai ingests

  • Acreage report by use type
  • AUM (Animal Unit Months) stocking + cattle inventory
  • Timber growth + harvest cycle schedule
  • Water rights documentation (AF/yr)
  • Conservation easement deed + appraisal
  • Recreational lease + outfitter agreements
  • Hunting + fishing license holdings
  • CRP / EQIP enrollment + payment history
  • Carbon credit market participation
  • Mineral + energy rights documentation

Industry tools (we integrate with these)

  • AcreValue (land valuation + market data)
  • LandWatch + Land.com (transactions)
  • USDA NASS QuickStats
  • Granular (farm management)
  • AcreTrader (small farmland investment)
  • Ranch Real Estate (specialized brokerage)
  • Forisk (timberland market research)
  • Hancock Timber (TIMO data)
  • Esri ArcGIS (land mapping)
  • AcreApp (cattle + ranch management)

Frequently asked

Common questions about agricultural land (specialty).

What is timberland and how is it valued?
Timberland is productive forest land managed for periodic harvest of sawtimber + pulpwood. Valuation includes biological asset value (current standing timber by species, age, board-foot volume) plus land value plus future harvest cash flow at long cycles (Pacific Northwest softwood 35-50 years; Southeast pine 25-35 years). Major timberland REITs: Weyerhaeuser (WY, ~11M acres, the largest), Rayonier (RYN, ~2.7M acres), PotlatchDeltic (PCH, ~2M acres + sawmill operations). Timberland Investment Management Organizations (TIMOs) — Hancock Natural Resource Group, Forest Investment Associates — manage ~$50B+ of institutional timberland. Carbon credit revenue is an emerging income stream.
What is AUM in ranch land valuation?
AUM (Animal Unit Months) is the standard unit of forage capacity in ranch + grazing land — defined as the amount of forage required to feed one 1,000-lb cow + calf for one month. Ranch land is rated by AUM capacity per acre (varies dramatically: high-quality irrigated pasture 1+ AUM/acre annually; high-desert range may need 30-50+ acres per AUM). Cash lease rates expressed as $/AUM ($25-$50/AUM typical). Total ranch capacity = acres × AUM rating × utilization rate. AUM is the primary valuation input for cattle-producing ranch land alongside water access + improvement quality.
How are conservation easements valued?
A conservation easement is a permanent, voluntary legal restriction on land use that protects conservation values (wildlife habitat, scenic views, water resources). The easement value is calculated as fair market value before easement minus fair market value after easement — the difference represents the development right value extinguished by the easement. Donating a qualified conservation easement to a 501(c)(3) land trust under IRC Section 170(h) generates federal income tax deduction (up to 50% of AGI for landowners, 100% for qualified farmers/ranchers). Conservation easement valuations are subject to IRS scrutiny (syndicated conservation easement abuse) and require qualified appraisal.

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