👥 Population
Exposure maps the presence of population and social facilities/basic services. Vulnerability combines population in the Wildland–Urban Interface (WUI) with social-facility importance.
Asset-Specific Wildfire Risk
The final ClimEmpower wildfire methodology differentiates risk for Population, Ecosystems/Biodiversity, Infrastructure, Tourism and Agriculture.
Wildfire hazard combines the Seasonal Fire Weather Index with Burnable Vegetation. Burnable Vegetation is explicitly assigned to Hazard. Exposure and vulnerability variables are asset-specific, and variables within each component are aggregated using equal weighting.
The assessment combines a mapped climate hazard with the people, assets or ecosystems exposed to it and their vulnerability. Sector-specific indicators then produce the final risk result.
Exposure maps the presence of population and social facilities/basic services. Vulnerability combines population in the Wildland–Urban Interface (WUI) with social-facility importance.
Protected Area Fraction represents exposure and the Ecological Vulnerability Index represents vulnerability.
Exposure maps the presence of critical infrastructure. Vulnerability combines scored critical-infrastructure types with Dangerous Elements that can amplify cascading impacts.
Exposure maps the presence of touristic infrastructure. Vulnerability scores accommodation types by their economic significance.
Exposure maps agriculturally used areas and forests. Vulnerability uses the economic vulnerability scoring of agricultural and forest land-cover classes.
Composite result of Hazard × Exposure × Vulnerability. After the component variables are equally weighted, the final map is normalized against the maximum calculated risk within each region and reclassified into five region-specific qualitative classes.
R = H × E × VMeteorological fire danger based on temperature, humidity, wind speed and precipitation.
Copernicus Climate Data StoreFuel available for fire ignition and spread; moved from Vulnerability to Hazard in the ClimEmpower Risk Methodology.
EFFIS fuel-types map / CORINE Land Cover 2018Binary presence of population in areas that can be affected by wildfire.
ESTAT Census Grid 2021 / Eurostat GISCOBinary presence of critical social assets that can be affected by wildfire.
EU Basic Services data / EurostatSensitivity of settlements where houses meet or intermingle with undeveloped wildland vegetation.
OSM Buildings × 2021 Census GridFacility types are scored by societal importance and the vulnerability of the people they serve.
EU Basic Services data / EurostatR = H × E × VMeteorological fire danger and fuel availability.
Copernicus / EFFISPresence of high-value natural assets.
Natura 2000 network or EFFIS Protected Area fractionSeverity of ecosystem damage and recovery time, based on reclassified CORINE Land Cover.
CORINE Land CoverR = H × E × VMeteorological fire danger and fuel availability.
Copernicus / EFFISBinary presence of energy production/transport, waste/water treatment and transport infrastructure.
Multiple infrastructure datasets listed in the methodologyCritical industrial facilities whose presence can amplify wildfire consequences through cascading failures.
European Pollutant Release and Transfer Register (E-PRTR)Infrastructure types are scored by their criticality, including energy, transport and waste/water-treatment assets.
Multiple infrastructure datasets listed in the methodologyR = H × E × VMeteorological fire danger and fuel availability.
Copernicus / EFFISBinary presence of tourism accommodation that can be affected by wildfire.
OpenStreetMap tagsAccommodation types are scored by their economic significance, from chalet to hotel.
OpenStreetMap tagsR = H × E × VMeteorological fire danger and fuel availability.
Copernicus / EFFISExposure based on reclassified CORINE Land Cover 2018.
CORINE Land Cover 2018Land-cover classes are scored according to agricultural productivity, economic contribution and restoration cost.
CORINE Land Cover 2018Meteorological fire-danger indicator based on temperature, humidity, wind speed and precipitation.
Fuel available for ignition and spread; explicitly moved to the Hazard component.
Binary presence of population in areas that can be affected by wildfire.
Binary presence of critical social assets affected by wildfire.
Binary presence of energy, waste/water treatment and transport assets.
Binary presence of tourism accommodation.
Presence of high-value natural assets.
Presence of agricultural and forest land from CORINE Land Cover 2018.
Human-settlement sensitivity where houses meet or intermingle with wildland vegetation.
Potential ecosystem damage severity and recovery time for the ecosystems/biodiversity profile.
Industrial facilities whose presence can amplify wildfire severity through cascading impacts.
Facility types scored by importance and social vulnerability.
Infrastructure types scored by criticality.
Accommodation types scored by economic significance.
Agricultural and forest land-cover classes scored by economic vulnerability and restoration cost.
➜ Involve local and Indigenous communities in conservation efforts and incorporate traditional ecological practices.
Regions: OBZ➜ Inform citizens and visitors about wildfire hazards through public communication, training and collaborative platforms.
Regions: Sicily, Troodos, Andalus➜ Involve local and Indigenous communities in wildfire prevention and management.
Regions: Sicily➜ Use fire-resistant building requirements and safe distances from forested areas to reduce structural vulnerability.
Regions: Sicily➜ Ensure water supply, reservoirs and firefighting equipment are available in fire-prone areas.
Regions: Sicily➜ Use reforestation and forest conservation to support lower wildfire intensity and spread.
Regions: OBZ, Andalus➜ Update management plans using monitoring results and emerging information on wildfire risk and vegetation health.
Regions: OBZ, Sicily➜ Maintain firebreaks, tracks and water points and reduce fuel loads through vegetation management.
Regions: Troodos, Sicily➜ Use real-time fire detection, weather monitoring and predictive models to enable timely response.
Regions: Sicily➜ Develop evacuation routes, emergency shelters and response protocols for wildfire events.
Regions: SicilyAdaptation measures can reduce risk by changing hazard, exposure and/or vulnerability, depending on the measure and local context. The effect should be linked to the relevant risk component rather than assumed in advance.