Science1 publisherNot yet confirmed elsewhere2 min readPublished
Building-level maps locate heat-wave hot spots inside Bilbao, Madrid and Cáceres
EHU researchers scored heat-wave vulnerability for every building and open space in Bilbao, Madrid and Cáceres and found hot spots within each city. The team argues that adaptation money should follow the maps, down to which buildings get renovated first.
The Scientist · Science desk

What happened
- In all three cities, socioeconomic variables proved important to the scores, and residents with low incomes or older residents came out far more vulnerable.
- The assessment drew on socioeconomic data, building characteristics and environmental variables taken from a variety of sources.
- The team also measured how each building's surroundings affect it, linking a building's vulnerability to that of the open public spaces around it.
- The work, by Laura Quesada-Ganuza and colleagues, is published in the journal Cities and uses a multiscale, multicriteria GIS-based approach.
Compiled by The ScientistSomething wrong?How this is made
Why it matters
- decision A single city-wide adaptation plan, or a ranking of one city against another, allocates by averages that hide local hot spots, so municipalities would have to set priorities at block or building scale.
- cost Reproducing the method means joining socioeconomic, building and environmental records for every building, a data job each adopting municipality would have to fund itself.
- capability Because building scores are tied to the open space around them, planners can choose between retrofitting a building and adding shade or greenery nearby, depending on what drives its risk.
"The risk posed by heat waves is not measured solely by temperature; it has multiple dimensions," said Irantzu Álvarez, a researcher in the SAREN group at the University of the Basque Country (EHU) [4]. The group is led by Leire Garmendia and studies ways to limit heat-wave damage to buildings and outdoor spaces [1]. The assessment follows IPCC guidelines [14]. For each place it asks how the buildings and public spaces are built, how hard high temperatures hit that part of the city, and how many people live there and how unprotected they are [5].
One of the group's own examples shows why social and physical data have to be combined. The researchers said that "a building may be sensitive to heat, but its residents may have the financial means to protect their home from it" [7]. A map built only from construction type or surface temperature would give that building the same rank as a neighbour whose residents cannot pay to cool it.
The work is part of the OLADAPT project, run with the Polytechnic University of Madrid, the University of Extremadura and the EHU's UNESCO Chair in Sustainable Development and Environmental Education [2]. Its three cities sit in different climate zones [3]. Running one procedure in all three is a test of whether it transfers, and the group says the method "is fully replicable; it can be used anywhere" [15]. Three Spanish cities show the procedure runs in three climates.
The group also says that "adaptation measures can be implemented much more effectively with this type of study" [13]. The published account does not report the numbers that would test this: how many buildings were scored, how the inputs were weighted into one score, how wide the spread is inside a neighbourhood, or whether high-scoring buildings saw more heat illness or deaths. Income and age were among the inputs [6]. So the finding that low-income and older residents are "far more vulnerable" [8] partly reflects how the index was built. It is not independent evidence that those residents suffer more in a heat wave.
I think the case for spending building by building holds in principle. "There may also be different situations within the same neighborhood, which is why this type of detailed research is necessary," the group said [9]. A single city-wide plan would allocate money by an average that hides those situations. The condition is that the scores track who actually falls ill when the heat arrives, and that check needs to come before the maps decide a budget.
What to watch
- Application of the method outside Spain, which would test the group's claim that it can be used anywhere.
- Whether Bilbao, Madrid or Cáceres uses the maps to set the order of a building retrofit or street-shading budget.
Clarity's read
What the record supports and how the coverage leans. The claims behind it follow.
Reality
- Evidence50
- Adoption
- Insufficient
- Hype gap+20
- Incentives45
- Confidence45
Claim ledger
Ranked by verification strength, evidence, and original report placement.
- [1]
The SAREN (Sustainable And Resilient built ENvironment) research group at the University of the Basque Country (EHU), led by Leire Garmendia, is assessing adaptation solutions to minimise the impact of heat waves on buildings and outdoor spaces in cities.
- [2]
The research is part of the OLADAPT project, in collaboration with the Polytechnic University of Madrid, the University of Extremadura and the UNESCO Chair in Sustainable Development and Environmental Education at the EHU.
- [3]
"In this study, we have measured the vulnerability of each building and open space in Bilbao, Madrid and Cáceres (all three located in different climate zones)," researcher Laura Quesada said.
- [4]
"The risk posed by heat waves is not measured solely by temperature; it has multiple dimensions," said researcher Irantzu Álvarez.
- [5]
The assessment takes into account how the city is built (buildings and public spaces), the areas of the city hardest hit by high temperatures, and the number of people affected and the degree of vulnerability or lack of protection of residents.
- [6]
The research used a large amount of data from a variety of sources; socioeconomic variables, building characteristics and environmental variables were all taken into account.
- [7]
"a building may be sensitive to heat, but its residents may have the financial means to protect their home from it," the researchers said.
- [8]
In all three cities the study highlighted the importance of socioeconomic variables when measuring vulnerability: "People with low incomes, older people, etc. are far more vulnerable," the research group states.
- [9]
"Vulnerability is not the same throughout a city. It is therefore not enough to say that one city is more vulnerable than another, because there are different hot spots within the city. There may also be different situations within the same neighborhood, which is why this type of detailed research is necessary."
- [10]
Using the building as the unit of analysis allows better targeting: "This methodology shows which buildings or types of buildings should be renovated or adapted first," Álvarez and Quesada said.
- [11]
The impact of the surrounding environment on each building was measured, linking building vulnerability to that of open public spaces: "Buildings may be highly vulnerable but have plenty of green areas and shade around them. Taking all of this into account means that adaptation measures can be implemented in different ways."
- [12]
The paper is Laura Quesada-Ganuza et al, "Assessing urban heatwave vulnerability through a multiscale and multicriteria GIS-based approach: Evidence from three Spanish cities," Cities (2026).
- [13]
The methodology produces urban vulnerability maps showing where priority action should be taken; the group said "Adaptation measures can be implemented much more effectively with this type of study."
- [14]
The research is being carried out in line with the guidelines of the Intergovernmental Panel on Climate Change (IPCC).
- [15]
The researchers said applying the method in three cities showed "the methodology is fully replicable; it can be used anywhere."
ReportedInsufficientSource: SAREN research group, via phys.org2 sources— create a free account to open themView cited source
Sources
1 independent publisher whose own reporting we read for this story.
- phys.orgVulnerability to heat waves varies greatly from one area to another within cities
1 article · October 7, 2026
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