Events   Event Case Study Series

The Pacific Northwest
Heat Dome
June–July 2021 · British Columbia · Oregon · Washington

Temperatures that climate scientists said were virtually impossible — even in the warming world of 2021 — killed more than 1,400 people across the Pacific Northwest and British Columbia, destroyed the town of Lytton in a post-heat wildfire, buckled roads, melted power cables, triggered rolling blackouts, and produced a mortality catastrophe that generated essentially zero insured losses. The event is unique in this series: the first catastrophe for which formal attribution science concluded it was effectively impossible without anthropogenic climate change — and the clearest demonstration yet of what it means for a hazard to enter a regime entirely outside the historical record.

Peak Date
25 June – 2 July 2021 (peak 27–29 June)
Geography
British Columbia, Washington, Oregon
Peak Temperature
49.6°C — Lytton, BC (121.3°F)
Confirmed Deaths
~1,400 total; 619 confirmed BC alone
Economic Losses
≥USD 8.9 billion (US portion alone)
Insured Losses
Near-zero — no heat peril insurance exists
4.6°CMargin by which Lytton shattered Canada's previous national temperature record — the old record had stood since 1937
150×Minimum factor by which climate change made this event more likely — WWA formal attribution study of 27 scientists, published July 2021
~0%Share of economic losses covered by insurance — heat as a standalone catastrophe peril has no commercial insurance product, no cat model, and no pricing framework
95%Increase in population mortality in British Columbia over 8 days — 740 excess deaths in a province with 5.1 million people
~70%Share of rented households in Washington's King, Pierce and Snohomish counties with no air conditioning — the primary structural vulnerability
5–10 yrsProjected recurrence of comparable events under 2°C of global warming — a one-in-a-millennium event today becomes commonplace within decades

Executive Summary — The First Climate-Created Catastrophe

The Pacific Northwest Heat Dome of June–July 2021 occupies a unique position in this case study series. Every other event documented here — from Hurricane Andrew to NotPetya to the Canterbury earthquakes — involves either a known physical hazard performing at extreme but historically precedented levels, or an institutional failure converting a manageable hazard into a catastrophe. The Heat Dome is different in kind. Synthesising results from weather observations and model simulations, we conclude that the occurrence of a heat wave of the intensity experienced in the study area would have been virtually impossible without human-caused climate change.

This is not the language of marginal contribution or probabilistic uplift. It is the language of effective impossibility. The temperatures recorded in Lytton, BC (49.6°C), Portland, OR (46.7°C), and Seattle, WA (42.2°C) during the last days of June 2021 were so far outside the historical record for this region — many locations broke all-time maximum temperature records by more than 5°C — that they could not be placed on any historical probability distribution without extrapolating far beyond the range of observed data. The event was not a very rare historical event that climate change made more common. It was a new event in a new temperature regime that climate change created.

The consequence for the insurance industry is profound and still largely unprocessed. An unprecedented heatwave occurred in the Pacific Northwest from approximately 25 June to 2 July 2021. The Canadian national temperature record was broken 3 days in a row, at multiple locations, with the highest temperature of 49.6°C recorded in Lytton, BC — 4.6°C higher than the Canadian record prior to this event. More than 1,400 people died across the affected region. The economic loss in the U.S. portion of the affected area alone exceeded USD 8.9 billion. The insured loss was, for practical purposes, zero — because heat as a standalone catastrophe peril has no commercial insurance product, no cat model, and no established pricing framework. The entire loss fell on individuals, households, governments, and uninsured businesses.

The "Emerging Peril" Study — Why This Is Different
This is the only study in this series framed as an emerging peril rather than a retrospective loss analysis. The Heat Dome is included not because it generated large insured losses — it generated essentially none — but because it demonstrates what a climate-change-created catastrophe looks like before the insurance industry has built any product to cover it. The question this study poses is: if a comparable event strikes a major metropolitan area under future warming conditions, how will the industry respond to a mortality catastrophe of the first order for which it has no model, no product, and no pricing?

Meteorological Analysis — The Omega Block That Didn't Move

The Heat Dome Mechanism

The term heat dome describes a specific atmospheric configuration in which a strong, persistent high-pressure ridge becomes effectively stationary over a region, creating a dome-shaped zone of extremely high temperatures. The heatwave is linked to a slow-moving strong high-pressure system, sometimes called Omega-blocking or heat dome, which brings descending and thus warm and dry air, as well as clear skies, further heating the near-surface air.

The name "omega block" comes from the shape of the atmospheric pattern when viewed on upper-level weather maps — a high-pressure ridge flanked by low-pressure troughs on either side, forming a shape resembling the Greek letter Ω. Under an omega block, the normal west-to-east progression of weather systems halts. The high-pressure system becomes anchored, and the same air mass sits over the same location for days, heating continuously from solar radiation without any cloud cover or advection of cooler air to interrupt the process.

What Made the 2021 Event Unprecedented

Omega blocks and heat domes are not new meteorological phenomena — they occur regularly across the mid-latitudes. What made the June 2021 event unprecedented was the combination of three compounding factors that collectively drove temperatures far beyond any previously observed in the region:

The Temperature Records — Unprecedented by Every Measure

// Temperature Records Set — June 2021

Lytton, BC — all-time Canada record
49.6°C (121.3°F) — 29 June
Portland, OR — all-time record
46.7°C (116°F) — 28 June
Seattle, WA — all-time record
42.2°C (108°F) — 28 June
Previous Canada record (1937, SK)
45.0°C — margin exceeded by 4.6°C
Record exceedance margin
>5°C above previous all-time records across the region — far exceeding European 2003 and Russian 2010 margins

// Lytton's 49.6°C was reportedly the hottest temperature recorded north of 45° latitude anywhere on Earth, and hotter than any temperature ever recorded in Europe or South America

The amount by which previous all-time records were broken was extraordinary when compared with the infamous heatwaves in Europe in August 2003 and Russia in July–August 2010, both of which killed tens of thousands of people. Notably, whilst the record exceedance was much higher for this Pacific Northwest heatwave, and the maximum anomalies in standard deviations were also higher, the June 2021 heatwave was shorter in duration than these previous events. The European 2003 heatwave exceeded prior records by approximately 2–3°C. The Pacific Northwest heatwave exceeded prior records by more than 5°C in multiple locations — a margin that made direct comparison with historical events essentially impossible.

The Climate Attribution — "Virtually Impossible" Without Warming

The World Weather Attribution rapid analysis of the Pacific Northwest Heat Dome — published on 7 July 2021, just nine days after the peak of the event, by a consortium of 27 scientists — produced the most definitive climate attribution finding in the history of the discipline:

// WWA Attribution Findings — Pacific Northwest Heat Dome 2021

KEY FINDING
"Virtually impossible without human-caused climate change." The occurrence of a heat wave of the intensity experienced in the study area would have been virtually impossible without human-caused climate change. This is not a probabilistic statement of marginal uplift — it is a finding that the event occupied a temperature regime that did not exist in the pre-industrial climate.
PROBABILITY
An event as rare as 1-in-1,000 years would have been at least 150 times rarer without human-induced climate change. The 150× figure is the lower bound of the attribution estimate — the true ratio may be far larger, but the statistical uncertainty grows rapidly at these extremes because the event was so far outside the historical record that standard statistical methods reach their limits.
TEMPERATURE
This heatwave was about 2°C hotter than it would have been if it had occurred at the beginning of the industrial revolution. Those 2°C — the direct thermometric contribution of anthropogenic warming — made the difference between extreme but survivable temperatures and temperatures that killed 1,400 people across the region.
FUTURE
In a world with 2°C of global warming — which at current emission levels would be reached as early as the 2040s — this event would have been another degree hotter. The once-in-a-millennium event would likely occur every 5 to 10 years once the world warms another 1.4°C. This transformation — from virtually impossible to recurring every decade — represents the most consequential single finding in this study for insurance and risk management.
UNCERTAINTY
The attribution study itself noted that the event's extreme nature created modelling challenges: the temperatures were so far outside the historical record that climate models could not reliably reproduce their upper tail, and the statistical extrapolation required to estimate return periods was highly uncertain. The WWA study may therefore underestimate the attribution signal — the true climate change contribution may be even larger than 150×.

"Basically, without climate change, this event would not have happened. While we expect heat waves to become more frequent and intense, it was unexpected to see such levels of heat in this region. It raises serious questions whether we really understand how climate change is making heat waves hotter and more deadly."

— Dr Friederike Otto, Associate Director, Environmental Change Institute, University of Oxford; co-lead, World Weather Attribution, July 2021

The Human Catastrophe — Who Died and Why

The Scale of Mortality

Between 25 June and 2 July, an estimated 740 excess deaths in the province of BC were observed — a 95% increase in population mortality over an 8-day period. The BC Coroners Service attributed 619 deaths to the extreme heatwave, with most (93%) occurring between 25 June and 1 July. Combined with confirmed heat-related deaths in Washington (441, Washington's deadliest weather disaster on record) and Oregon (~116), the total confirmed death toll across the affected region exceeded 1,100 — with total excess mortality estimates reaching approximately 1,400.

For context: this was the deadliest natural disaster in Canada since Confederation in 1867. It killed more people in BC in eight days than COVID-19 killed in the same province during the same period. It was not a marginal weather event with a tragic outcome — it was a catastrophe of the first order that happened to produce no insured losses because no insurance product exists for heat mortality.

The Vulnerability Profile — Who Was at Risk

The mortality pattern of the Heat Dome was not random. It concentrated overwhelmingly in a specific population profile that reflects structural, social, and physiological vulnerabilities that are themselves modellable risk factors:

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No Air Conditioning

The Pacific Northwest's historically mild summers meant most homes — particularly older rental stock — had no air conditioning. Almost two-thirds of households earning USD 50,000 or less and 70% of rented houses in Washington's King, Pierce and Snohomish counties had no air conditioning. The vast majority of victims died in non-air-conditioned homes.

👴

Age — Elderly Population

Older adults are physiologically less able to thermoregulate under extreme heat — reduced sweat response, impaired cardiovascular response to heat stress, higher rates of comorbidities. The majority of BC heat deaths were in adults over 70. Multnomah County, Oregon's hardest-hit county, reported victims ranging from age 37 to 97 — most found alone.

🏙️

Urban Heat Islands

People in urban heat islands — areas with few trees and lots of asphalt and concrete that absorb and radiate heat — saw temperatures as much as 14°F (7.8°C) higher than surrounding areas. Dense urban neighbourhoods with low tree canopy coverage and high impervious surface fraction experienced temperatures that were catastrophically higher than the already-record regional temperatures.

😷

COVID-19 Pandemic Context

The heatwave occurred after 18 months of a global pandemic. Social isolation is a known risk factor for heat-related deaths, and there is ample evidence that social isolation increased drastically during the pandemic, especially amongst older adults. Neighbours who would normally have checked on elderly or vulnerable residents were less connected after 18 months of pandemic social distancing.

💊

No Physiological Acclimatisation

The Pacific Northwest population had no physiologic adaptation to 100°F+ conditions. Lack of acclimatisation: many didn't realise the danger until too late. A population that experiences temperatures above 35°C perhaps a handful of times per decade has no learned behavioural or physiological response to temperatures above 45°C. The psychological underestimation of the risk compounded the physiological vulnerability.

🏥

Overwhelmed Medical Systems

A 63-fold increase in heat illness emergency department visits in Oregon. Emergency services across the region were overwhelmed simultaneously — ambulance response times extended as call volumes reached unprecedented levels. The absence of pre-event preparedness in medical systems calibrated to a cooler climate amplified the mortality from each individual case.

Lytton — The Town That Burned

The most dramatic single consequence of the Heat Dome was the destruction of the town of Lytton, BC — which had recorded the 49.6°C national record on 29 June — by wildfire on 30 June 2021, the day after the peak temperature. At the main intersection was a home, the Canada Post office, the BC Ambulance Service, and a hotel — all destroyed. The wildfire spread through the town with extraordinary speed, driven by the combination of extreme temperatures, critically low relative humidity, and the landscape-wide vegetation desiccation that the heat dome had produced. Residents had approximately 15–20 minutes to evacuate before the fire reached their homes.

The destruction of Lytton illustrated the cascading multi-hazard nature of extreme heat events: the heat itself killed people and damaged infrastructure, the vegetation drying from sustained extreme temperatures created catastrophic wildfire fuel conditions, and the wildfire then produced losses of a type that was insured (property damage from fire) built on losses from a peril that was not (the heat itself). The heat was the proximate cause of everything that followed — but the insurance claim was a fire claim.

The Infrastructure Cascade — Heat as a Physical Hazard

Beyond the mortality toll, the 2021 Heat Dome demonstrated that extreme heat is a physically destructive force with direct consequences for built infrastructure — not merely a public health crisis. Several infrastructure failure modes emerged that have direct parallels to the cascade failures documented in the Uri and NotPetya case studies:

Chronological Record

Jun 15–20

Omega block develops — sub-seasonal forecasts flag elevated heat risk

Sub-seasonal forecasts showed an increased likelihood of a heat extreme with lead times of 10–20 days. The developing upper-level ridge is visible in model guidance weeks before the event peaks. The forecasting signal is present and accessible — but no regulatory threshold, no emergency management protocol, and no public communication framework is calibrated to translate a heat dome forecast into the scale of emergency response that would have been appropriate.

Jun 25

Heat dome establishes — temperatures begin climbing above records

Temperatures across the Pacific Northwest begin exceeding all-time daily records across broad areas. BC, Washington, and Oregon heat warnings are issued. Emergency cooling centres are opened — but available capacity is grossly inadequate relative to the number of vulnerable residents without home air conditioning. Emergency departments begin receiving elevated numbers of heat illness presentations.

Jun 27–28

Peak heat — Portland 46.7°C, Seattle 42.2°C; infrastructure begins failing

Portland breaks its all-time temperature record by 5.5°C. Seattle reaches 42.2°C — a temperature it had never previously approached. Ambulance call volumes across the region surge to many times normal capacity. Hospitals are overwhelmed. Roads buckle. Rail service is suspended. Power cable covers melt. Medical systems were overwhelmed — heat illness emergency department visits rose 63-fold in Oregon.

Jun 29

Lytton reaches 49.6°C — Canada's national record shattered for the third day running

Lytton, BC records 49.6°C — the hottest temperature ever recorded in Canada, shattering a record set in 1937 by 4.6°C. The Canadian national record had been broken on each of the three preceding days at various interior BC locations. The magnitude of the record exceedance is without precedent in the country's meteorological history. Across the affected region, the cumulative heat load — three days above historical maxima — is accumulating in buildings and the bodies of vulnerable residents.

Jun 30

Lytton destroyed by wildfire — town evacuated in 15 minutes

A wildfire ignites near Lytton on 30 June — one day after the 49.6°C record — and spreads through the town with devastating speed. The heat dome had desiccated vegetation across the surrounding landscape to extreme levels. Residents have approximately 15 minutes to evacuate. The town — including homes, businesses, the Canada Post office, the ambulance station, and most community infrastructure — is destroyed. Two people die.

Jul 1–7

Heat dome dissipates — death toll becomes clear

The omega block finally weakens and the heat dome breaks. Temperatures return toward normal. But the death toll is still accumulating — heat-related mortality is often delayed by days as physiological failure from heat stress progresses. Medical examiners across BC, Washington, and Oregon begin the process of attributing excess deaths to the heat event. The BC Coroner ultimately attributes 619 deaths; Washington attributes 441; Oregon approximately 116. Total confirmed regional deaths: approximately 1,176, with excess mortality estimates reaching approximately 1,400.

Jul 7, 2021

WWA attribution study published — "virtually impossible without climate change"

The World Weather Attribution consortium publishes its rapid analysis — 27 scientists, 10 days of work — concluding that the event was "virtually impossible without human-caused climate change" and was made at least 150 times more likely by anthropogenic warming. The finding receives global scientific and media attention and becomes one of the most widely cited attribution results in the history of climate science.

Post-2021

Policy responses — but no insurance product emerges

BC, Washington, and Oregon all review emergency heat response frameworks. Cooling centre networks are expanded. Urban heat island mitigation programmes are funded. Building codes are reviewed for heat resilience. However, no commercial insurance product for heat mortality or heat economic loss emerges from the event — the protection gap identified in July 2021 remains essentially unaddressed in the insurance market by 2026, despite the WWA finding that comparable events will occur every 5–10 years under 2°C of warming.

The Insurance Protection Gap — Heat's Near-Zero Insured Fraction

The Pacific Northwest Heat Dome produced a protection gap that dwarfs every other event in this case study series — not in absolute dollar terms, but in the structural completeness of the gap. No standard insurance product covers the dominant losses from extreme heat:

// Protection Gap by Loss Type — 2021 PNW Heat Dome

Heat-related mortality (1,400+ deaths)
~0%
~100% uninsured — no life insurance product covers heat-event death clusters; no heat mortality cat product exists
Agricultural losses (crops, livestock, marine)
~20%
~80% uninsured — federal crop programmes provide partial cover; marine ecosystem losses essentially uninsured
Business interruption (power outages, transport)
~15%
~85% uninsured — utility service interruption rarely covered; BI policies exclude heat as a peril trigger
Infrastructure damage (roads, rail, power)
~10%
~90% uninsured — public infrastructure self-insured; heat damage excluded from most property policies
Property damage (Lytton wildfire)
~60%
~40% uninsured — fire damage covered under standard property insurance; heat cause not relevant to fire coverage

// Note: Only the wildfire-caused property damage to Lytton generated meaningful insured losses — because it is classified as a fire claim. All other heat-driven losses are effectively outside the insurance perimeter.

The absence of heat insurance is not a market oversight — it reflects genuine actuarial and product design challenges. Heat mortality loss does not occur in a geographically bounded footprint that can be associated with individual properties. It concentrates in specific populations (elderly, low-income, non-air-conditioned households) that are not easily identifiable from standard insurance databases. The primary loss is human life — a loss category that property and casualty insurance is not designed to cover, and that life insurance covers individually rather than as catastrophe-scale events.

Nevertheless, the economic consequences of extreme heat events — lost agricultural production, power system demand surges, business interruption from infrastructure failures, excess health system costs — are large, growing, and in principle insurable. The absence of established heat cat models is the primary barrier: you cannot price what you cannot model, and you cannot model what has no historical precedent in the relevant temperature range.

Comparison — Heat Dome vs. Other Catastrophes in This Series

Dimension PNW Heat Dome 2021 Hurricane Katrina 2005
Total deaths ~1,400 confirmed across BC, WA, OR 1,833 confirmed
Economic losses ≥USD 8.9B (US portion only) ~USD 125B
Insured losses Near-zero — heat has no insurance product ~USD 65B — largest insured disaster at the time
Protection gap ~100% for dominant loss types ~48%
Cat model maturity None — no commercial heat catastrophe model exists Mature — multi-vendor hurricane models well-developed
Climate attribution "Virtually impossible" without climate change — 150× more likely Climate change increased intensity; not considered primary cause
Historical precedent No comparable event in the Pacific Northwest instrumental record Multiple comparable historical hurricanes in Gulf records
Primary loss mechanism Excess mortality — largely an uninsurable loss category Storm surge and wind — property damage, insurable
Post-event market response No new insurance product; no new cat model; policy reviews only Major model revision; NFIP reform; significant market restructuring
Future probability trajectory Recurrence every 5–10 years under 2°C warming Increasing intensity under warming but historical framework applicable

The Emerging Peril Question — What the Industry Must Build

The Pacific Northwest Heat Dome establishes that extreme heat is a catastrophe peril of the first order — capable of killing more than a thousand people in a wealthy, developed region over eight days, generating billions in economic losses, and producing near-zero insured losses because no insurance framework has been designed for it. Under projected climate trajectories, the event that was virtually impossible in 2021 becomes a 5-to-10-year occurrence by the 2040s or 2050s. The question for the industry is not whether heat catastrophe insurance will be needed — it is whether the industry will build the framework before or after the next major event forces the question.

Three building blocks are required before a viable heat catastrophe insurance market can emerge:

  1. Heat catastrophe models: Parameterised stochastic models that simulate the frequency, intensity, and geographic footprint of heat dome events under both current and projected future climate conditions — analogous to the hurricane and earthquake stochastic catalogs that underpin the existing cat model market. These models do not currently exist in commercial form
  2. Heat vulnerability frameworks: Property-level and population-level assessments of heat vulnerability that identify the specific characteristics — building construction, air conditioning provision, occupant age profile, urban heat island intensity, proximity to cooling resources — that determine heat-related mortality and economic loss at fine geographic resolution
  3. Parametric heat insurance products: Because the primary heat loss (excess mortality) is not associated with individual insured properties, traditional indemnity insurance is poorly suited to heat risk. Parametric products — triggered by temperature thresholds at specific weather stations, paying pre-agreed amounts to municipalities, health systems, or employers when thresholds are exceeded — offer a more natural fit for the heat risk profile

Legacy — What the PNW Heat Dome Changed

// LEGACY 01

Climate Attribution Science Enters Mainstream Risk Discourse

The WWA "virtually impossible" finding for the 2021 Heat Dome — published 10 days after the event — established rapid attribution science as a real-time risk communication tool. The clear, unambiguous language shifted the conversation from "did climate change cause this?" to "this would not have happened without climate change." For actuaries, underwriters, and cat modellers, this language shift from probabilistic contribution to effective impossibility demands a categorical response in how historical return periods are applied to heat risk.

// LEGACY 02

Urban Heat Island Risk Now Quantified

Post-event analysis established that urban heat islands — neighbourhoods with low tree canopy and high impervious surface coverage — experienced temperatures 7–8°C above the regional average during peak heat. This quantified differential has direct insurance implications: the same nominal temperature event produces dramatically different loss outcomes depending on the urban morphology of the affected area. Building-level heat vulnerability assessment, incorporating urban heat island intensity, is an emerging component of climate-adapted property risk models.

// LEGACY 03

Building Code Review for Heat Resilience

BC, Washington, and Oregon each reviewed building codes for heat resilience following the 2021 event — for the first time treating heat as a design condition rather than a background climate factor. The question of whether air conditioning should be required in residential construction, and at what temperature threshold, is now actively debated in jurisdictions that had never previously considered it. Building codes calibrated to a historical climate that no longer exists are a systemic underwriting risk in the Pacific Northwest and other historically temperate regions.

// LEGACY 04

Heat Mortality as a Cat Loss Category

The 1,400 deaths in the Pacific Northwest represent a casualty toll comparable to major earthquakes and hurricanes — from a peril that generated no insured losses. The recognition that extreme heat events can produce mortality catastrophes in wealthy temperate regions, with no insurance mechanism to compensate families or fund response costs, has raised the political priority of heat insurance product development among governments and multilateral institutions — even as the commercial market has not yet responded.

// LEGACY 05

Historical Return Periods Are Unreliable for Heat Risk

The 2021 event was so far outside the historical temperature record that standard statistical approaches to return period estimation broke down. If future heat events are drawn from a distribution that did not exist in the historical instrumental record, then return periods derived from that record systematically overestimate the rarity of future events. Climate-conditioned models — explicitly incorporating warming trajectories — are not optional supplements to historical analysis for heat risk. They are the only valid modelling framework.

// LEGACY 06

Parametric Government Disaster Finance for Heat

The near-zero insured loss from a 1,400-death event has accelerated interest in government-level parametric financial instruments for heat disasters — products that pay out automatically when temperature thresholds are breached at defined weather stations, providing immediate liquidity to municipalities for emergency response and recovery without the delays of traditional loss assessment. Several multilateral development banks are developing such instruments for lower-income countries; the 2021 event demonstrated their relevance in wealthy nations too.

Summary — Key Analytical Takeaways

  1. The 2021 Heat Dome was not a historical event made more likely by climate change — it was a new event in a new temperature regime that climate change created: The distinction matters for cat modelling. Historical stochastic catalogs built from instrumental records do not contain events of this magnitude for the Pacific Northwest. Applying historical return periods to future heat risk systematically underestimates both the probability and severity of extreme heat events in regions that have experienced limited warming to date.
  2. Heat is the largest uninsured catastrophe peril by protection gap: The event produced a near-100% protection gap for its dominant loss category — excess mortality — and gaps exceeding 80% for most other loss types. The insurance industry's absence from the heat risk space is not a market failure in the traditional sense; it reflects the absence of the analytical building blocks (models, vulnerability functions, pricing frameworks) that would be required for viable products to emerge.
  3. A once-in-a-millennium event becomes a once-per-decade event under 2°C of warming: The WWA finding that the 2021 event would occur every 5–10 years under 2°C of warming — reachable by the 2040s at current emission rates — means the insurance industry has two to three decades to build the analytical framework for heat catastrophe before such events become a routine feature of the loss landscape. Two to three decades is not long, given the lead time required to develop cat models, regulatory frameworks, and product structures.
  4. Urban heat islands are a modellable and material risk amplifier: Temperature differentials of 7–8°C between urban heat islands and surrounding areas during extreme heat events mean that fine-scale urban morphology data — tree canopy coverage, impervious surface fraction, building geometry — is a first-order variable in heat loss estimation. This data exists and is increasingly available through remote sensing; incorporating it into heat risk models is technically feasible now.
  5. The Lytton wildfire illustrates the multi-hazard cascading nature of heat catastrophes: The proximate cause of Lytton's destruction was a wildfire — a peril that was insured. The ultimate cause was extreme heat — a peril that was not. The sequential multi-hazard structure of the event (heat → vegetation desiccation → wildfire → town destruction) means that the insured loss was only a fraction of the total economic loss, and that the causal chain connecting them was not represented in any cat model framework. Multi-hazard cascade modelling for heat-triggered secondary perils is an emerging and necessary development.
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