SWIM · CanadaWildfire risk analysis for the provinces and territories

Wildfire Risk in Canada

SWIM is a national wildfire risk model that estimates where fires are likely to start, how large they could become, where they could spread, and what their consequences could be. Across Canada, those estimates are combined with the probability that each location burns to calculate long-term wildfire risk.

This report applies SWIM to Canada south of 70 degrees north using Canadian fuel, fire, weather, population, and economic data. Results are reported in hectares and 2025 Canadian dollars. They are published on the Canada wildfire risk map.

CA$7.82 billion
Expected annual loss
land, fire suppression, structures and people
5,737
Wildfires a year
against 5,717 a year recorded, 2016 to 2025
3.3 million ha
Expected annual burned area
between the recorded annual median and mean
2.77 million
Dwellings beside burnable land
of 16.0 million in Canada
257,192
Fires SWIM is trained on
wildfires the fire agencies reported and burns mapped by satellite, 1972 to 2025
11.4 million
Locations modeled nationwide
each about 68 hectares, with its own fuel, terrain, people and expected loss
Open the Canada wildfire risk mapExpected loss, chance of burning and fire starts for 11.4 million locations, with the 50th- to 95th-percentile annual scenarios.→

1 · The fire regime

Lightning ignitions account for most of Canada's burned area

Canada records about 5,717 wildfires a year. About 500 of those fires reach at least 100 hectares, yet they account for more than 99 percent of the total area burned. Lightning causes 48 percent of ignitions and accounts for 87 percent of burned area. These fires often start far from roads and towns, where they last longer. Figure 1 shows national burned area from 2016 to 2025. The median annual burned area was 2.4 million hectares, and the mean was 4.0 million hectares. In 2023, 14.8 million hectares burned, more than in any other year on record.

Figure 1. Wildfire area burned in Canada each year, 2016 to 2025, from the National Burned Area Composite. 2023 is highlighted.

Burned area also varies substantially across the country. The Prairie provinces and northern territories account for about 60 percent of national burned area, British Columbia and Yukon for 22 percent, Ontario and Quebec for 18 percent, and Atlantic Canada for about 0.5 percent. Table 1 presents the data by province and territory.

Table 1. Average annual wildfire counts and burned area by province and territory, 2016 to 2025.
Province or territoryFires a yearFires of 100 ha or moreHectares burned a year
Northwest Territories19078.3835,728
British Columbia1,52698.5690,366
Saskatchewan43067.9591,330
Alberta1,24943.2588,690
Quebec54536.0476,785
Manitoba34970.8413,031
Ontario72944.0223,740
Yukon13549.9171,708
Newfoundland and Labrador1086.313,501
Nova Scotia1701.43,533
New Brunswick2802.22,082
Prince Edward Island60.02

2 · How SWIM Models an Individual Fire

Testing the 90th-Percentile Fire-Size Estimate

SWIM simulates fire spread using the Canadian Forest Fire Behavior Prediction System, the 2026 national fuel type map, 20 m hexagons, and the day's weather and fire danger codes. The model was developed using 257,192 Canadian fire records from 1972 to 2025. These include fires reported by provincial, territorial, and national fire agencies and burned areas mapped by satellite in the National Burned Area Composite. Because final fire size is uncertain, SWIM estimates a range of possible outcomes rather than a single value. For each fire, the model reports the median and 75th-, 90th-, and 95th-percentile fire-size estimates and calculates the associated loss.

A well-calibrated percentile should contain approximately the proportion of observed outcomes that it represents. The model was evaluated on 9,922 recorded fires of at least 30 hectares using five-fold geographic cross-validation. Canada was divided into 100 km blocks, and each fire was tested using a model that had not been trained on fires from the same geographic block. Overall, 90.0 percent of observed fires finished at or below the model's 90th-percentile fire-size estimate. Table 2 presents the results by province.

Table 2. Performance of the 90th-percentile fire-size estimate on geographically held-out fires of at least 30 ha.
Province or territoryFires testedObserved fires at or below the modeled 90th percentile
British Columbia3,50391.5%
Alberta2,26789.1%
Quebec1,15490.9%
Ontario1,09788.9%
Manitoba68688.6%
Northwest Territories58488.4%
Newfoundland and Labrador27587.3%
Canada9,92290.0%

3 · Historical Fire Reconstructions

Six Historical Fires Reconstructed from Their First Satellite Detection

Each historical fire was simulated from the place and day of its first satellite detection using the weather observed that day. The 90th-percentile fire-size estimate was used, or the 95th percentile when the observed fire exceeded that range. The six examples were selected to represent different regions of Canada. In each map, the blue area shows locations burned in at least half of the simulations, the white line shows the observed perimeter, and the dot marks the first detection over satellite imagery (Esri, Maxar, Earthstar Geographics). Table 3 presents the areas.

(a) Quebec, July 2013
SWIM 90th percentile 21,093 haBurned 8,169 ha
(b) Northwest Territories, July 2012
SWIM 90th percentile 25,662 haBurned 6,509 ha
(c) Alberta, June 2019
SWIM 90th percentile 2,652 haBurned 1,549 ha
(d) British Columbia, July 2018
SWIM 90th percentile 2,666 haBurned 1,094 ha
(e) Manitoba, May 2019
SWIM 90th percentile 1,526 haBurned 800 ha
(f) Nova Scotia, May 2014
SWIM 90th percentile 382 haBurned 201 ha
  1. aStarted by lightning; first seen July 5, 2013. SWIM's median size 778 ha, growing over about 10 days at the 90th percentile.
  2. bStarted by lightning; first seen July 26, 2012. SWIM's median size 834 ha, growing over about 42 days at the 90th percentile.
  3. cStarted by lightning; first seen June 16, 2019. SWIM's median size 188 ha, growing over about 8 days at the 90th percentile.
  4. dStarted by lightning; first seen July 31, 2018. SWIM's median size 125 ha, growing over about 9 days at the 90th percentile.
  5. eStarted by people; first seen May 12, 2019. SWIM's median size 198 ha, growing over about 3 days at the 90th percentile.
  6. fStarted by people; first seen May 8, 2014. SWIM's median size 96 ha, growing within about a day at the 90th percentile.
Table 3. Modeled fire-size estimates compared with observed burned area for six historical fire reconstructions.
FireSWIM median (ha)SWIM 90th percentile (ha)Observed burned area (ha)
(a) Quebec, July 201377821,0938,169
(b) Northwest Territories, July 201283425,6626,509
(c) Alberta, June 20191882,6521,549
(d) British Columbia, July 20181252,6661,094
(e) Manitoba, May 20191981,526800
(f) Nova Scotia, May 201496382201

4 · The risk map

Canada's Modeled Expected Annual Wildfire Loss Is CA$7.82 Billion

The Canada wildfire risk map evaluates about 11.4 million locations nationwide. For each location, SWIM estimates the likelihood of an ignition, the potential fire size under local fire-weather conditions, and the consequences of the fire. Together, these estimates produce CA$7.82 billion in modeled expected annual loss: CA$5.94 billion for land, CA$1.77 billion for fire suppression, and CA$105 million for structures and people. Figure 2 presents modeled expected annual loss, and Figure 3 presents modeled expected annual burned area.

Expected loss in a hexagonBelow the medianThe median or more3.4 times the median or more11 times the median or moreThe top 3%
Figure 2. Modeled expected annual wildfire loss across Canada.
Open the Canada wildfire risk mapZoom to any town or valley, and switch between the expected annual scenario and the 50th- to 95th-percentile annual scenarios.→
Hectares expected to burn in a hexagonBelow the medianThe median or more3.8 times the median or more14 times the median or moreThe top 3%
Figure 3. Modeled expected annual burned area across Canada.

Table 4 compares provinces and territories by expected annual loss, expected annual burned area, and dwellings near burnable land. Northern and Prairie jurisdictions rank highest in burned area, while expected loss also reflects population and timber value. British Columbia has the highest modeled expected annual loss, while Ontario and Quebec have the largest numbers of dwellings near burnable land.

Table 4. Province and territory rankings by modeled expected annual loss, expected annual burned area, and dwellings near burnable land.
Province or territoryExpected annual loss (rank)Expected annual burned area (rank)Dwellings near burnable land (rank)
British ColumbiaCA$1.95 billion (1)302,025 (6)247,834 (4)
Northwest TerritoriesCA$1.14 billion (2)843,636 (1)1,684 (12)
SaskatchewanCA$1.11 billion (3)536,087 (2)125,931 (7)
AlbertaCA$908 million (4)412,336 (3)257,027 (3)
QuebecCA$848 million (5)337,660 (5)730,049 (2)
ManitobaCA$747 million (6)369,816 (4)117,661 (8)
YukonCA$501 million (7)292,124 (7)6,207 (11)
OntarioCA$374 million (8)153,205 (8)840,723 (1)
Newfoundland and LabradorCA$94.5 million (9)45,807 (9)93,064 (9)
New BrunswickCA$82.7 million (10)3,733 (11)148,596 (6)
Nova ScotiaCA$48.8 million (11)1,921 (12)162,010 (5)
NunavutCA$6.53 million (12)5,353 (10)194 (13)
Prince Edward IslandCA$1.21 million (13)46 (13)36,155 (10)

Higher-severity fire years produce substantially greater burned area and modeled loss. Table 5 presents the national 50th-, 75th-, 90th-, and 95th-percentile annual scenarios based on the historical distribution of annual burned area. The map presents each scenario.

Table 5. Modeled national burned area and loss for selected percentiles of the annual fire-year distribution.
Annual scenarioHectares burnedLoss
50th-percentile annual scenario2.4 millionCA$4.69 billion
75th-percentile annual scenario4.6 millionCA$9.04 billion
90th-percentile annual scenario8.1 millionCA$15.7 billion
95th-percentile annual scenario11.4 millionCA$22.3 billion

The map's burn probability was evaluated in geographic areas that had not been used to fit the model. It assigned a higher burn probability to a burned location than to an unburned location 93 times out of 100.

5 · The fire season

Most Annual Burned Area Comes from Fires That Start Between May and July

Fires that start in May, June, and July account for about 91 percent of Canada's annual burned area (Figure 4). The season typically begins in western Canada and the Prairie provinces during spring, when the previous year's dead grass remains dry before green-up. Large boreal fires in northern Canada, Ontario, and Quebec become more prominent in early summer.

Figure 4. Average annual burned area by fire-start month and region, 2016 to 2025.

6 · Sources

The map is built on Canadian public data

Table 6 lists the principal public datasets used to construct the Canada model and this report.

Table 6. Data sources.
WhatSource
FuelNatural Resources Canada, Canadian Forest Service: national Fire Behavior Prediction System fuel type map, 2026, 30 m
Fire recordNational Burned Area Composite; Canadian National Fire Database; provincial and territorial fire-agency records
Satellite imageryEsri World Imagery (Esri, Maxar, Earthstar Geographics), under the example fires
Satellite detectionsNASA Fire Information for Resource Management System: VIIRS satellite active fire detections
Weather and fire dangerEnvironment and Climate Change Canada: Canadian Surface Reanalysis and the Global Environmental Multiscale forecast models; Canadian Wildland Fire Information System fire weather indices
LightningCanadian Lightning Detection Network climatology
People and buildingsStatistics Canada, 2021 Census; building footprints from OpenStreetMap and Overture Maps
CostsProvincial wildfire suppression spending, timber and land values, and Canadian replacement costs, in 2025 dollars