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Case studyInsurance4 Sept 2026 · 6 min read

Mapping the Jasper burn scar to within 6.5% of the national reference

The Jasper wildfire destroyed 358 buildings and cost $1.3 billion. No rapid mapping service was activated, satellite fire detection failed through smoke on the night the town burned, and the definitive burn map arrived fifteen months later.

29,597 haburn scar mapped from the archive, against a 31,645 hectare national reference captured four days later
Site
Jasper National Park, Alberta
Ignition
22 Jul 2024
Scenes used
4
Control
16 ha
Connected scar
29,597 ha
National reference
31,645 ha
Difference
−6.5%
Definitive map published
Oct 2025, +15 months

The problem

No emergency mapping activation, no Charter product in public hands, and fire detection blinded by its own smoke plume on the afternoon the fire entered the town.

What we did

Four archive passes scored at the published Key and Benson burn ratio break of 0.27, over ground vegetated beforehand, with the same test run across two pre-fire scenes as a control.

The result

A 29,597 hectare connected scar from a threshold applied cold, 6.5 per cent below Canada's national figure, available thirteen months before the definitive map.

01

Overview

Lightning lit three fires in the Athabasca valley on the evening of 22 July 2024. The evacuation alert went out at eight o'clock and the order at ten, moving more than 20,000 residents and summer visitors out of Jasper on a single highway in the dark.

Two days later the south fire crested Whistlers Mountain with flames thirty to fifty metres high, spotting five hundred metres ahead of itself in winds gusting over a hundred kilometres an hour. It entered the town at 18:40 on 24 July and structures were burning by eight. When it was done, 358 of 1,113 buildings were gone, about 800 homes, roughly a third of the townsite. Firefighters held the water treatment plant, the school and the hospital.

Insured losses reached just under $1.3 billion, the second costliest fire in Canadian history. The fire was held on 17 August and under control on 7 September, with 278 kilometres of perimeter. A 24 year old Alberta Wildfire crew member was killed by a falling tree on 3 August. Park visitation halved the following year, from 2.41 million to 1.14 million, and visitor spending came in $278 million under forecast.

02

The challenge

The mapping that should have supported all of this did not exist when it was needed, and the record of that is unusually explicit. The municipality's after action review states that incident management team members experienced shortages of essential tools including mapping resources, and that limited information technology support and a lack of shared systems further hindered decision making.

Satellite fire detection failed in the window that mattered. The Canadian Forest Service reconstructed seventeen infrared overpasses between ignition and the night the town burned and found the north fire was missed at first detection because of cloud. On the afternoon of 24 July, as the fire ran at Jasper, the report concludes the plume was dense enough to obscure the fire's own head from detection, so the head was probably further along than the imagery suggested.

No international rapid mapping service was activated. Canada's emergency geomatics service covers flood and ice, not fire. What responders used was aerial and manual: helicopters carrying infrared. When the Forest Service came to reconstruct the fire's progress it did so by monoplotting oblique photographs taken from reconnaissance flights, with the aerial ignition operation of 24 July digitised from a hand drawn map. The authoritative burn map was published as a technical report in October 2025, fifteen months after the fire.

03

What we did

The analysis covers the park and the town on a box drawn from the national burn perimeter with about ten kilometres of margin, on four archive passes: 24 June and 10 July before the fire, then 19 August and 4 September after it.

Two conditions govern whether an answer of this kind is worth anything, and both are fixed before scoring. The area sits at the corner of three acquisition paths and only one covers the whole burn, so every scene is drawn from that path and each reaches full coverage of the box. Cloud, shadow and snow are masked from the mission's own quality band, which matters more here than on most ground: melting snow is bright in the near infrared and dark in the shortwave, precisely the signature a burn leaves.

The test itself is published, not ours. Ground counts as burned where the normalised burn ratio falls by 0.27 or more, the Key and Benson reference break the platform already carries. It is not fitted to this fire. The comparison runs only over ground that carried vegetation beforehand.

The same test also runs across the two pre-fire scenes. Nothing happened between 24 June and 10 July, so whatever that pair returns is what the method produces from ordinary variation, and every number after it is read against that.

04

What the imagery showed

comparison days after ignition ground observed changed area largest connected scar
24 Jun vs 10 Jul, the control before 16 ha
10 Jul vs 19 Aug +28 2,078 km² 45,532 ha 26,998 ha
10 Jul vs 4 Sep +44 1,856 km² 45,599 ha 29,597 ha

The 4 September scene is the one to compare, because the national reference was captured on 8 September, four days later.

The burn ratio on 10 July and on 4 September 2024, the fall between them, and the ground where that fall reaches the Key and Benson break of 0.27 over vegetation that stood before the fire. The connected scar is 29,597 hectares against Canada's national figure of 31,645.
The burn ratio on 10 July and on 4 September 2024, the fall between them, and the ground where that fall reaches the Key and Benson break of 0.27 over vegetation that stood before the fire. The connected scar is 29,597 hectares against Canada's national figure of 31,645.

Across four weeks in which nothing burned, the control returns 16 hectares. Twenty eight days after ignition the same test returns a single connected scar of 26,998 hectares inside 45,532 hectares of change across the whole box. At forty four days that connected scar is 29,597 hectares.

The same test run across 24 June against 10 July, four weeks in which nothing burned. It returns 16 hectares. Both panels carry the area actually observed, because a control is only a noise floor over the ground it saw: this pair is unclouded over 375 square kilometres against the fire pair's 2,221.
The same test run across 24 June against 10 July, four weeks in which nothing burned. It returns 16 hectares. Both panels carry the area actually observed, because a control is only a noise floor over the ground it saw: this pair is unclouded over 375 square kilometres against the fire pair's 2,221.
source burned area basis
This study, 4 September scene 29,597 ha fixed threshold, with a control
National Burned Area Composite 31,644.6 ha Natural Resources Canada, captured 8 September 2024
Canadian Forest Service report NOR-X-433 32,281 ha burn ratio perimeter, published October 2025
Parks Canada operational final size 32,722 ha incident command figure at under control, 7 September 2024

The three published figures span about a thousand hectares, roughly 3 per cent, which is a fair indication of how much agreement to expect between careful methods on the same fire. Ours lands 6.5 per cent below the national composite, from a published threshold applied cold with no calibration to this fire and no reference to the official perimeter at any point in the calculation.

The gap runs in the direction the conditions predict. Sixteen per cent of the 4 September scene is masked for cloud and shadow, some of it over the scar, so parts of the burn are not observed at all and the result is an underestimate.

05

What it means

The cleanest scene of the series was in the archive twenty six days after ignition, thirteen months before the definitive map was published. For an insurer setting reserves, or a park authority scoping salvage and closure, that is the difference between a decision made on evidence and a decision made on an incident command estimate.

Two things about the comparison are worth stating plainly to anyone who will rely on the number. The national reference is derived from the same family of optical instruments, so this is an independent agency, an independent team and an independent method, but not an independent sensor family: a systematic error common to that family would move both figures the same way. And a fixed threshold catches a fire's low severity edge differently from an analyst's hand drawn perimeter, which is why total change across the box is 45,599 hectares against a 29,597 hectare connected scar. The connected component is the quantity that corresponds to what the reference measures.

This is burn extent, and only extent. The platform's severity classes were scored against the United States federal reference across thirty fires with the sample fixed before scoring. Extent passed its gate. The severity classes failed theirs, are published as failed, and are not offered. The Forest Service's own report notes the same weakness from the other side: burn ratio methods do not separate severity well in stands already disturbed by mountain pine beetle, which describes a good deal of this park.

Nothing here speaks to structures. The 358 buildings lost were counted on the ground.

Run this on your own ground

Draw an area of interest, pick the dates, and the same analysis runs against the archive over your sites.

References

  1. Natural Resources Canada, Canadian Wildland Fire Information System, National Burned Area Composite. cwfis.cfs.nrcan.gc.ca
  2. Canadian Forest Service (2025). Jasper Wildfire Complex 2024: fire behaviour documentation, reconstruction, and analysis. Information Report NOR-X-433.
  3. Parks Canada, Jasper wildfire timeline.
  4. Municipality of Jasper (2025). 2024 Jasper Wildfire Complex Municipal After-Action Review.
  5. Insurance Bureau of Canada, insured losses from the Jasper wildfire rise to just under $1.3 billion, 25 July 2025.
  6. Key C.H. and Benson N.C. (2006). Landscape assessment: sampling and analysis methods. FIREMON, USDA Forest Service RMRS-GTR-164-CD.