Economic model, climate model, and combined integrated forecast for the
Insurance 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 insurance, global baseline growth, inflation, and policy context under fragmented policy conditions over the 12-24 months horizon.
GDP Growth
3.47%
conf 69%
Inflation
5.63%
conf 64%
Capital Formation
0.64%
conf 61%
Labor Tightness
0.56 index
conf 59%
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 insurance exposure.
Physical Hazard
0.81 index
conf 73%
Transition Pressure
0.69 index
conf 68%
Adaptive Resilience
0.37 index
conf 62%
Sector GHG Share
0.4%
of global emissions
Combined model
Integrated Forecast
insurance 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
0.7
Resilience Index
0.5
Opportunity Index
0.56
Confidence Index
0.7
Emissions accounting
Sector GHG Contribution
This sector accounts for 0.4% 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
0.4%
Decarbonisation Cost
0.12 index
Regulatory Exposure
0.48 index
BAU Trajectory
Falling
Paris Alignment Gap
Small
Primary emission sources:
office building operations · business travel (aviation) · data centre energy (if in-house)
Insurance direct emissions are negligible. Transition pressure arises from underwriting exposure (physical losses passed to balance sheet) and TCFD/ISSB disclosure requirements. Small uniform adj for both pathways reflects regulatory reporting and taxonomy alignment obligations.
Sector indicators
Sector-Native KPIs
Operational and financial indicators specific to Insurance.
These contextualise the macro signals (GDP growth, inflation) with sector-level activity data.
Claims Inflation Rate Pct
8.4
Premium Adequacy Score
0.58
Market Retreat Risk Score
0.72
Reinsurance Cost Index
0.79
Loss Ratio Pressure Score
0.77
Nat Cat Loss Growth Pct
11.2
GHG gas mix
Emissions by Gas Type
Minimal direct emissions. CO2 from office energy and business travel. CH4 from gas heating where applicable. F-gas from HVAC refrigerants. Sources: EPA GHG Inventory, MSCI ESG analysis.
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
Insurance 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
Insurance Emissions by Country
Top 15 emitters. Colour = region. Hover for details.
Trajectory — 2010–2022
Insurance 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 Insurance
Operating pressure
0.74
Financing pressure
0.56
Supply-chain pressure
0.97
For insurance in North America, climate stress matters economically through operations, financing, and supplier reliability rather than through a single aggregate damage number.
Claims inflation
Physical hazards and repair-cost inflation compound loss ratios and capital requirements.
Impact score0.84
Affectsloss ratio, reserve adequacy, pricing power
Withdrawal and repricing
Regional risk concentration forces coverage repricing, exclusions, or market withdrawal.
Impact score0.78
Affectscoverage availability, premium growth, capital deployment
Guidance
Analyst Guidance
Priority
Urgently re-underwrite or exit the highest-risk coastal and wildfire zones to contain reserve adequacy risk.
Priority
Build climate scenario stress-testing into Solvency II/III ORSA framework now.
Priority
Develop adaptation finance products (resilience bonds, blended-finance structures) to shift from indemnity to prevention.
Watch
Systemic reserve inadequacy from correlated climate claims
Watch
Mandatory risk-pool participation requirements from regulators
Watch
Rating agency capital model methodology changes for climate concentration
Watch
Near-term regulatory announcement risk (COP outcomes, domestic carbon-price reviews)
Rationale
For insurance 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: 0.740
Rationale
Primary financing pressure: 0.560
Rationale
Composite pressure index: 0.700 (high band)
Rationale
Climate pathway: Delayed transition → delayed profile
Natural Capital Dependencies
Ecosystem service dependencies and projected depletion risk for the Insurance 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 Insurance 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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