Industry Model
Agriculture
Economic model, climate model, and combined integrated forecast for the
Agriculture sector under the default scenario envelope
(North America · 12-24 months · Delayed transition).
Economic model
Economic Outlook
IMF WEO baseline with CE industry adjustments anchors the economic baseline for North America. For agriculture, global baseline growth, inflation, and policy context under fragmented policy conditions over the 12-24 months horizon.
GDP Growth
1.77%
conf 63%
Inflation
5.43%
conf 58%
Capital Formation
1.04%
conf 55%
Labor Tightness
0.76 index
conf 53%
Climate model
Climate Outlook
CMIP6 ensemble summary with CE near-term pathway overlays anchors the climate risk lens for North America. Under delayed transition conditions, long-run scenario diversity and physical risk framing is most relevant for agriculture exposure.
Physical Hazard
0.89 index
conf 67%
Transition Pressure
0.59 index
conf 62%
Adaptive Resilience
0.33 index
conf 56%
Sector GHG Share
18.0%
of global emissions
Combined model
Integrated Forecast
agriculture in North America faces elevated climate-linked pressure, but still retains selective growth potential if capital is redirected toward resilience and supply-chain hardening.
Pressure Index
0.71
Resilience Index
0.46
Opportunity Index
0.43
Confidence Index
0.64
Emissions accounting
Sector GHG Contribution
This sector accounts for 18.0% of global greenhouse gas
emissions. This is the causal input that modulates transition pressure in the climate model above —
higher-emitting sectors face larger regulatory and market transition obligations under any pathway.
Global GHG Share
18.0%
Decarbonisation Cost
0.58 index
Regulatory Exposure
0.52 index
BAU Trajectory
Rising
Paris Alignment Gap
Moderate
Primary emission sources:
enteric fermentation (livestock) · nitrous oxide from synthetic fertilizers · rice paddy methane · land use change & deforestation
Methane and N2O regulation is accelerating (EU Fit for 55, USDA conservation programs). Delayed pathway accumulates food-system emissions overshoot. Orderly pathway incorporates gradual carbon farming markets.
Sector indicators
Sector-Native KPIs
Operational and financial indicators specific to Agriculture.
These contextualise the macro signals (GDP growth, inflation) with sector-level activity data.
Yield Volatility Index
0.79
Water Stress Index
0.71
Input Cost Index
0.77
Commodity Price Volatility Score
0.74
Land Use Pressure Score
0.68
Food Systems Trade Dependency
0.61
GHG gas mix
Emissions by Gas Type
CH4 dominant from enteric fermentation and rice paddies. N2O from synthetic fertilizers — largest N2O source globally. CO2 from land use change and machinery. Sources: IPCC AR6 WG3 Ch. 7, FAO FAOSTAT.
Company emissions — Scope 1 + 2
Direct & Energy Emissions by Company
Bars colour-coded by decarbonisation pace:
■ fast
■ moderate
■ slow.
Hover for net-zero target.
Carbon intensity
Scope 1 Intensity per $bn Revenue
Thousand tonnes CO₂e per billion USD revenue — the operational carbon cost of generating $1bn of
sector revenue. Lower is better. Colour = decarbonisation pace.
Supply-chain footprint
Scope 3 (Value-Chain) Emissions
Estimated Scope 3 emissions — upstream supply chain, sold-product end use, and downstream
processing. Company disclosures or IPCC Tier 2 estimates. Note the order-of-magnitude gap
between fossil producers and clean-energy companies.
Emissions intensity — pathway convergence
GHG Intensity per Unit of GDP — 2025–2045
Combined energy and carbon intensity index (base = 100 in 2025), derived from
the Kaya identity: EI index × CI index ÷ 100.
Faster convergence toward zero = stronger decoupling of output from emissions.
Source: CE Kaya decomposition calibrated to IPCC AR6 WG3 Ch. 3 & IEA NZE 2050.
Accelerated Transition achieves the steepest intensity reduction.
The gap between pathways by 2045 represents avoided emissions risk.
Country-level breakdown
Agriculture Sector Emissions by Country & Trend
Sector GHG emissions by country (2022). Hover bars for the secondary metric. Colour = region.
See source citations below.
Top 15 emitters — 2022
Agriculture Emissions by Country
Top 15 emitters. Colour = region. Hover for details.
Trajectory — 2010–2022
Agriculture Trend: Top Emitters
Annual GHG trend for the six largest sector emitters.
Data sources
Company emissions: CDP disclosures, company sustainability reports (2022–2024)
Transmission analysis
How Climate Risk Reaches Agriculture
Operating pressure
0.82
Financing pressure
0.54
Supply-chain pressure
0.87
For agriculture in North America, climate stress matters economically through operations, financing, and supplier reliability rather than through a single aggregate damage number.
Water and yield volatility
Heat and precipitation variability alter yields, irrigation demand, and land productivity.
Impact score0.81
Affectsyield, water cost, commodity pricing
Input cost pass-through
Energy, fertilizer, and transport shocks compress margins and shift planting decisions.
Impact score0.68
Affectsinput costs, farm margins, crop mix
Guidance
Analyst Guidance
Priority
Model a late-policy-shock scenario for input costs — delayed transition amplifies both physical and regulatory risk simultaneously.
Priority
Implement managed retreat or crop-rotation plans for highest-risk growing zones.
Priority
Accelerate livestock methane-reduction programmes to pre-empt regulatory mandates.
Priority
Secure multi-year water-access rights before scarcity-driven regulatory tightening.
Watch
Acute drought or flood event frequency exceeding insured thresholds
Watch
Mandatory methane reporting and reduction obligations
Watch
Food-system disruption cascades affecting downstream contracts
Watch
Near-term regulatory announcement risk (COP outcomes, domestic carbon-price reviews)
Rationale
For agriculture in North America, climate stress matters economically through operations, financing, and supplier reliability rather than through a single aggregate damage number.
Rationale
Primary operating pressure: 0.820
Rationale
Primary financing pressure: 0.540
Rationale
Composite pressure index: 0.710 (high band)
Rationale
Climate pathway: Delayed transition → delayed profile
Natural Capital Dependencies
Ecosystem service dependencies and projected depletion risk for the Agriculture sector under a Delayed transition pathway (TNFD LEAP matrix, FAO data).
Dependency & depletion risk
| Ecosystem service | Dependency score | Depletion risk / decade | Dependency bar |
|---|
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Supply Chain Topology Risk
Network propagation of supply disruptions from the Agriculture sector. Edges weighted by inter-sector dependency, geographic concentration and substitutability (OECD TiVA 2023, IMF GSCPI 2024).
Propagation summary
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Affected nodes & tier exposures
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