H Heuristics Digital Reports

H Heuristics · Digital Report № 2026-42 · October 2026

Wet-Bulb Temperatures and the Emerging Geography of Unsurvivable Heat

Which regions will cross human physiological thresholds within current warming trajectories

The famous 35 °C wet-bulb limit is a theoretical ceiling, not the line people die at. Laboratory work puts the real limit for healthy young adults in humid heat near 30.5 °C. This dashboard measures every hour of 2024 in 149 large cities and 12 humid-heat hotspots against both lines, then raises the heat in step with global warming to show where, and for how many people, each line is crossed — and what keeps people on the safe side of it.

AuthorHunter Hughes
InstitutionH Heuristics
Published20 October 2026
Report №2026-42
Reading time17 min

Abstract

This report maps where humid heat approaches the limits of human thermoregulation now and under plausible warming. It uses the wet-bulb temperature (Tw), the lowest temperature to which air can be cooled by evaporating water and so the ceiling on how well sweating can cool the body. The widely cited limit of 35 °C (Sherwood and Huber, 2010) is a theoretical upper bound; experiments with young, healthy adults at minimal activity (Vecellio et al., 2022) found uncompensable heat stress in humid environments at a mean of 30.55 °C, and lower still in hot, dry air.

Hourly ERA5 wet-bulb temperatures for 2024, a year about 1.55 °C above pre-industrial, were analysed for 149 large cities (676 million people) and 12 humid-heat hotspot sites. In 2024 the highest hourly Tw reached 32.3 °C, at Abu Dhabi; 11 sites, including Dubai, Kolkata and Muscat, reached 30.5 °C for at least an hour; 64 cities with 412 million people had at least one hour above 27 °C, a level widely used to mark extreme humid heat. No site came closer than 2.7 °C to 35 °C.

Applying the projected rise in extreme tropical Tw of about 0.94 °C per degree of global warming (Zhang et al., 2021), the number of sampled cities whose hottest hour reaches 30.5 °C rises from 3 (9 million people) today to 7 (54 million) at 2 °C, 9 (78 million) at the 2.3–2.5 °C implied by current pledges, and 16 (161 million) at the 2.8 °C implied by current policies. Hours above the limit multiply faster than the area: person-hours above 30.5 °C rise ninefold by 2.8 °C. On reanalysis data no site reaches 35 °C below 4.4 °C of warming, but reanalysis smooths local extremes, and a few weather stations have already recorded 35 °C briefly.

The emerging geography is the Persian Gulf, the Indus valley and the Bay of Bengal coast first, then eastern China and the rest of South Asia, with tropical West Africa and Southeast Asia gaining hundreds to thousands of extreme hours a year without yet touching the line. Keeping warming below 2 °C holds the affected population to a third of the current-policies figure; cooling access, heat-health warning systems, protected work schedules and reliable power keep people below the line where heat crosses it. An interactive wet-bulb calculator, threshold ladder, warming slider, map, crossing table and city explorer accompany the analysis.


Overview

The question is no longer when humid heat reaches the theoretical 35 °C ceiling. It is how many people already live where it reaches the lower line at which healthy bodies actually stop coping.

The human body sheds heat mainly by sweating. That works only while sweat can evaporate, and how readily it evaporates depends on the humidity of the air as well as its temperature. The wet-bulb temperature combines the two: it is the temperature a wet thermometer settles at as water evaporates from it, and therefore a ceiling on how far evaporation can cool skin. In 2010 Sherwood and Huber showed that a sustained wet-bulb temperature of 35 °C would make it physically impossible for a resting person to lose metabolic heat. That number has since become shorthand for the limit of human survivability, and for the moment the climate crisis becomes uninhabitable.

This dashboard argues that 35 °C is the wrong line to watch. It is a theoretical ceiling for a perfectly adapted body; experiments at Pennsylvania State University found that young, healthy volunteers lost the ability to stabilise their core temperature in humid heat at a mean wet-bulb temperature of 30.55 °C, and at lower values when the air was hot and dry. Using hourly reanalysis data for 149 large cities and 12 known humid-heat hotspots, the analysis shows where that lower line is already touched, how quickly the map spreads as the world warms, and how far even the hottest places remain from 35 °C. The answer reframes the problem: the frontier of dangerous heat is not a distant tipping point but a moving boundary that already runs through some of the world's largest cities.

30.5 °C
Mean wet-bulb temperature at which young, healthy adults could no longer cool themselves in humid heat at minimal activity — 4.5 °C below the theoretical 35 °C
Vecellio et al. 2022
32.3 °C
Highest hourly wet-bulb temperature among the 161 sites in 2024, at Abu Dhabi; Dubai reached 32.1 °C
ERA5 · author's analysis
11 of 161
Sites whose hottest hour in 2024 reached 30.5 °C: eight around the Persian Gulf plus Dubai, Muscat and Kolkata
ERA5 · author's analysis
412 m
People in the 64 sampled cities that had at least one hour of extreme humid heat (above 27 °C) in 2024
ERA5 · GeoNames · author's analysis
54 m
People in sampled cities whose hottest hour reaches 30.5 °C at 2 °C of global warming — 7 cities, up from 3 (9 million) today
Author's analysis
161 m
The same at 2.8 °C, where current policies lead: 16 cities across the Gulf, South Asia, eastern China and Luanda
UNEP EGR 2025 · author's analysis
9×
Rise in person-hours above 30.5 °C in sampled cities between 2024 and 2.8 °C of warming, from 0.29 billion to 2.66 billion
Author's analysis
4.4 °C
Lowest warming level at which any site's hottest reanalysis hour reaches 35 °C — beyond current trajectories, though stations record sharper extremes
Author's analysis

The argument in brief

On reanalysis data, no large city reaches the 35 °C ceiling under any warming level now in prospect. But the ceiling is not where people die. The measured limit of about 30.5 °C for healthy young adults in humid heat was already reached in 2024 around the Persian Gulf, in Dubai, Muscat and Kolkata. Each degree of global warming lifts extreme wet-bulb temperatures by roughly a degree, so the map spreads quickly: 7 sampled cities with 54 million people at 2 °C, 16 with 161 million at the 2.8 °C of current policies, across the Indus valley, the Bay of Bengal, eastern China and the Red Sea coast. Older people, the ill and people working reach their limits sooner. The line is not fixed fate: limiting warming keeps most of the map below it, and cooling, warnings, schedules and reliable power keep people below it where heat crosses.

The estimates are deliberately simple and transparent. Each site's hourly wet-bulb record for 2024 is taken from the ERA5 reanalysis, and warming is applied by raising every hour by the amount extreme tropical wet-bulb temperatures are projected to rise per degree of global warming. This shows where thresholds are crossed first and how the exposed population grows, but not exactly when. Reanalysis grid cells average over tens of kilometres and understate the sharpest local extremes; a single baseline year can be unusually hot or mild; and future humidity and circulation will not change uniformly. Section 7 sets out these limits, and the interactive controls show how much they matter.

Section 1 explains why the physiological line sits well below 35 °C, with a calculator for any combination of temperature and humidity. Section 2 shows the heat already recorded, section 3 the difference between humid and dry heat, and section 4 the warming ladder: which sites cross each threshold at each level of global warming. Section 5 turns from peaks to duration, and section 6 sets out what keeps people below the line.


1. The Line Is Lower

35 °C is the point at which no body could cope. Real bodies, even young and healthy ones, stop coping several degrees earlier.

Sherwood and Huber's 35 °C limit follows from physics. Skin must stay at about 35 °C for the body to dump the heat its metabolism produces, and heat can only flow from warm to cool. Once the wet-bulb temperature reaches skin temperature, even perfect sweating in a gale cannot remove heat, and core temperature climbs until it becomes fatal, typically within hours. The limit assumes an idealised person: naked, at rest, in shade and wind, with unlimited water and fully functioning sweat glands. Everyone falls short of that ideal, which makes 35 °C a ceiling rather than a threshold.

In 2021–22 the PSU HEAT Project tested the ceiling directly. Young adults aged 18 to 34 sat quietly or walked slowly in an environmental chamber while temperature or humidity was raised step by step until their core temperature could no longer stabilise. No participant reached 35 °C. In warm-humid conditions (36–40 °C air), their critical wet-bulb temperature averaged 30.55 ± 0.98 °C; in hotter, drier air it was lower still, because the air itself was heating the skin faster than sweat could cool it. The authors' conclusion was that a single wet-bulb threshold cannot apply across all climates, and that where it does apply, in humid heat, it is well below 35 °C.

These were healthy young volunteers doing almost nothing. Older adults sweat less and their hearts struggle to move blood to the skin; infants, pregnant women and people with heart, lung or kidney disease, or on some medications, are more vulnerable still. Outdoor workers generate several times the metabolic heat of a person at rest. For all of them the practical limit is lower, and heat kills long before uncompensable conditions arrive, through heart attacks, strokes and kidney failure brought on by strain. The thresholds in this dashboard are therefore not lines below which heat is safe, but markers of a gradient of danger.

Wet-bulb calculator: where do your conditions sit?

Stull (2011) approximation at sea-level pressure · lines show the air temperature and humidity combinations that give each wet-bulb temperature

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The Stull formula is accurate to about ±0.3 °C for 5–99% humidity at sea level. The classes are guides, not medical thresholds: in hot-dry air (above 40 °C, below 40% humidity) the measured limit falls well below 30.5 °C.

A ladder of wet-bulb thresholds

Markers used in this dashboard and the evidence behind them

35 °C

Theoretical limit of survivability: no heat loss is possible for a resting, ideal body. Sherwood & Huber 2010

33 °C

Not reached at any site in 2024 on reanalysis data; first reached at about 2.3 °C of global warming, at Abu Dhabi. Weather stations have recorded higher values briefly. Author's analysis · Raymond et al. 2020

30.5 °C

Mean measured limit for young, healthy adults at minimal activity in humid heat (30.55 ± 0.98 °C); lower in hot-dry air and for older or ill people. Vecellio et al. 2022

29 °C

Reached for at least an hour in 2024 by 23 of the 149 sampled cities, from the Gulf to South Asia and eastern China. Author's analysis

27 °C

Extreme humid heat, whose frequency has more than doubled since 1979; heavy work needs frequent rest, and older and ill people are at risk. Raymond et al. 2020


2. The Heat Already Here

In 2024 the measured limit was reached for at least an hour at 11 of 161 sites — all around the Gulf and Arabian Sea, and in Kolkata.

The hottest wet-bulb hours of 2024 cluster in one place. Nine of the eleven sites that reached 30.5 °C lie on the Persian Gulf, where very warm, shallow sea water feeds humid sea breezes into air already above 35 °C: Abu Dhabi peaked at 32.3 °C, Ras al Khaimah at 32.2 °C, Bandar Abbas at 31.6 °C and Doha, Kuwait City and Manama at 31.4 °C. Dubai, the largest city in the sample to cross the line, reached 32.1 °C, and Muscat on the Gulf of Oman 31.0 °C. The one site outside the Arabian region was Kolkata, at 30.9 °C during its pre-monsoon and monsoon heat.

Just below the line sits a second tier. Chennai, Jeddah, Jacobabad in Pakistan's Sindh province, Lahore, Visakhapatnam and Chongqing all peaked between 30.2 °C and 30.4 °C, and Dhaka, Wuhan, Hong Kong, Chattogram and Karachi between 29.5 °C and 29.8 °C. Twenty-three of the 149 sampled cities reached 29 °C, and 64 — home to 412 million people — had at least one hour above the 27 °C mark of extreme humid heat. The world's largest humid megacities are within one to two degrees of the measured physiological limit at their hottest hour.

These are reanalysis values, which average conditions over grid cells tens of kilometres across and so smooth out the sharpest local peaks. Weather-station records are higher: Raymond, Matthews and Horton found that a few coastal subtropical stations had already reported wet-bulb temperatures of 35 °C, briefly, and that extreme humid heat above 27 °C had more than doubled in frequency since 1979. The values here are best read as a conservative, consistent comparison across places, and the true local extremes — in a dense neighbourhood, a factory floor or a tin-roofed home — as higher.

Highest wet-bulb temperatures, 2024

25 hottest of 161 sites · ERA5 · * = hotspot site without population weight

Peak measured over

Hours of extreme humid heat, 2024

16 sites with the most hours above 27 °C · by wet-bulb band


3. Humid Heat, Dry Heat

The same wet-bulb temperature means different danger in different air. The world's hottest wet-bulb hours fall in the humid range where the 30.5 °C limit applies.

Wet-bulb temperature rises with both heat and humidity, so very different weather can produce the same number. A wet-bulb temperature of 30 °C can come from 32 °C air at 90% humidity or from 45 °C air at about 30%. The physiological consequences are not the same. In humid air the skin gains little heat from the air but cannot shed heat by sweating; in hot, dry air sweat evaporates readily, but the air itself pours heat into the body, and sweat rates cannot rise enough to compensate. That is why the PSU experiments found critical wet-bulb temperatures well below 30.5 °C in hot-dry conditions.

The chart places each site's hottest hour of 2024 by air temperature and wet-bulb temperature, with faint lines of constant relative humidity. The highest wet-bulb hours cluster between 32 °C and 41 °C of air temperature at roughly 50–85% humidity: humid heat, similar to the 36–40 °C humid environments in which the 30.55 °C average was measured. Bandar Abbas and Doha reached their peaks at about 34 °C and 83–85% humidity; Dubai and Jacobabad at 39–40 °C and just over 50%. For these places the 30.5 °C marker is the relevant line.

The dry end tells a different story. Desert and Sahelian cities such as Khartoum, Niamey and Baghdad rarely reach high wet-bulb temperatures because their air is dry, but their air temperatures reached 44–50 °C in 2024, and there a lower wet-bulb value already marks uncompensable heat. A wet-bulb map alone therefore understates the danger in hot-dry regions. Combined heat indices, or limits defined for both temperature and humidity, as the PSU group and later climate studies do, are better guides there; this dashboard flags the issue rather than resolving it.

Where the hottest hour falls: air temperature vs. wet-bulb

Each site's peak wet-bulb hour of 2024 · teal = humid (≥ 40% RH), ochre = dry · diamonds = hotspot sites · dashed lines = constant relative humidity


4. The Warming Ladder

Every degree of global warming lifts the hottest wet-bulb hours by about a degree. Under current policies the cities touching the measured limit would hold 161 million people.

How fast does humid heat rise with global warming? A useful result from atmospheric physics is that extreme wet-bulb temperatures in the tropics are tied to temperatures in the free atmosphere above, which warms nearly uniformly across the tropics. Zhang, Held and Fueglistaler (2021) showed that extreme tropical wet-bulb temperature rises about 1 °C for each degree of tropical mean warming, and projected a rise of 1.33–1.49 °C (66% range) at 1.5 °C of global warming relative to pre-industrial. This analysis uses that ratio, 0.94 °C per degree of global warming (0.89–0.99), and applies it to every hour of 2024, a year the World Meteorological Organization put at 1.55 °C above the 1850–1900 average.

The result is a ladder. At today's level, the hottest hour reached 30.5 °C in 3 sampled cities with 9 million people. At 2 °C, the upper Paris goal, Chennai, Lahore, Jeddah and Chongqing join them: 7 cities, 54 million people. At the 2.3–2.5 °C implied by current national pledges, Dhaka and Wuhan follow: 9 cities, 78 million. At the 2.8 °C to which current policies lead, according to UNEP's 2025 Emissions Gap Report, 16 cities with 161 million people cross — adding Karachi, Chattogram, Shanghai, Guangzhou, Tianjin, Hong Kong and Luanda — almost a quarter of the population of all sampled cities. Using the 3-hour peak instead of the single hottest hour halves these numbers, to 87 million at 2.8 °C.

The 35 °C ceiling, by contrast, stays out of reach on this evidence. The first site to reach it, Abu Dhabi, would do so only at about 4.4 °C of warming, and Dubai at 4.6 °C. That broadly agrees with Vecellio, Kong, Kenney and Huber (2023), who found that limiting warming to below 2 °C nearly eliminates exposure to widespread uncompensable humid heat, with brief exceedances at 1.5 °C confined to parts of the Middle East and the Indus valley, more widespread brief exceedances at 2 °C including eastern China and sub-Saharan Africa, and a sharp rise at 3 °C. The ladder shown here is a lower bound: it uses smoothed reanalysis data, healthy young adults' limits and no change in humidity patterns.

Threshold
Peak over
Tw rise per °C

—

Sites whose peak reaches 30.5 °C

—

People in those sampled cities

—

Person-hours a year at or above 30.5 °C

—

Highest site

World map of wet-bulb temperature crossings Map of 161 cities and humid-heat hotspot sites, each drawn as a circle coloured by its highest hourly wet-bulb temperature at the selected level of global warming. The Persian Gulf, the Indus valley, the Bay of Bengal coast and eastern China approach or cross the measured limit of about 30.5 °C first; no site reaches 35 °C in reanalysis data below about 4.5 °C of global warming. Afghanistan Angola Albania United Arab Emirates Argentina Armenia Australia Austria Azerbaijan Burundi Belgium Benin Burkina Faso Bangladesh Bulgaria Bahamas Bosnia and Herzegovina Belarus Belize Bolivia Brazil Brunei Darussalam Bhutan Botswana Central African Republic Canada Switzerland Chile China Côte d'Ivoire Cameroon Congo DR Congo Colombia Comoros Cabo Verde Costa Rica Cuba Cyprus Czech Republic Germany Djibouti Denmark Dominican Republic Algeria Ecuador Egypt Eritrea Spain Estonia Ethiopia Finland Fiji France Gabon United Kingdom Georgia Ghana Guinea Gambia Guinea-Bissau Equatorial Guinea Greece Guatemala Guyana Honduras Croatia Haiti Hungary Indonesia India Ireland Iran Iraq Iceland Israel Italy Jamaica Jordan Japan Kazakhstan Kenya Kyrgyzstan Cambodia Korea Republic of Kuwait Lao PDR Lebanon Liberia Libya Sri Lanka Lesotho Lithuania Luxembourg Latvia Morocco Moldova Republic of Madagascar Mexico North Macedonia Mali Myanmar Montenegro Mongolia Mozambique Mauritania Mauritius Malawi Malaysia Namibia Niger Nigeria Nicaragua Netherlands Norway Nepal New Zealand Oman Pakistan Panama Peru Philippines Papua New Guinea Poland Korea DPR Portugal Paraguay Palestine Qatar Romania Russian Federation Rwanda Saudi Arabia Sudan Senegal Solomon Islands Sierra Leone El Salvador Somalia Serbia South Sudan Sao Tome and Principe Suriname Slovakia Slovenia Sweden Eswatini Syria Chad Togo Thailand Tajikistan Turkmenistan Timor-Leste Trinidad and Tobago Tunisia Türkiye Tanzania Uganda Ukraine Uruguay United States of America Uzbekistan Venezuela Viet Nam Vanuatu Samoa Yemen South Africa Zambia Zimbabwe Antigua and Barbuda Bahrain Bahamas Barbados Brunei Darussalam Comoros Cabo Verde Cyprus Dominica Micronesia Gambia Grenada Jamaica Kiribati Saint Kitts and Nevis Lebanon Saint Lucia Liechtenstein Luxembourg Maldives Marshall Islands Malta Montenegro Mauritius Nauru Palau Palestine Qatar Singapore Sao Tome and Principe Seychelles Tonga Trinidad and Tobago Tuvalu Saint Vincent and the Grenadines Vanuatu Samoa Equal Earth · circles = 149 cities (sized by population) + 12 hotspot sites

Site

Hover or tap a circle

See its peak and when it crosses each line.

18 °Cblack = 2024 · orange = chosen warming36 °C

How exposure climbs with warming

Sampled cities whose peak reaches the chosen threshold · follows the controls above

Count

When each line is crossed

Global warming level at which the 30 hottest sites' peaks reach each threshold · colour = Paris (teal), pledges (gold), current policies (orange), beyond (plum)

SiteISO2024 peak29 °C30.5 °C33 °C35 °C

Warming is applied as a uniform shift of k × (GWL − 1.55 °C) to every hour of 2024. Crossings below 1.55 °C mean the threshold was already reached in 2024. Populations are GeoNames city figures; Chongqing and Shanghai include whole municipalities.


5. Hours, Not Moments

Peaks set the map; duration sets the toll. Warming multiplies the hours of dangerous heat far faster than it moves the line.

A single hour above a threshold is rarely fatal. The PSU limits describe conditions in which core temperature keeps rising, and how dangerous that is depends on how long it lasts and whether nights bring relief. The hourly record matters as much as the peak. In 2024 Kolkata spent 1,685 hours — 70 full days — with a wet-bulb temperature above 27 °C, and 14 hours above 30.5 °C. At 2.8 °C of warming the same weather would give it 3,374 hours above 27 °C and 106 above 30.5 °C. Dubai's hours above the measured limit would rise from 59 to 284; Abu Dhabi's from 247 to 723.

The biggest proportional changes come where the peaks stay below the line. Lagos had 123 hours above 27 °C in 2024; at 2.8 °C it would have about 2,050. Bangkok's would rise from 905 to about 3,120, Mumbai's from 332 to about 1,400 and Jakarta's from 113 to about 1,300. Across all sampled cities, person-days with extreme humid heat would rise from 19 billion to 43 billion a year. These places are not on the map of the 30.5 °C line, but they are where most hot-humid exposure — and most heat-sensitive work, sleep and illness — will be.

A single year is a thin baseline, and 2024 was warm. For the 28 hottest sites, the analysis retrieved daily maximum wet-bulb temperatures for 2019–2023. 2024 was the hottest, or joint hottest, of the six years at 14 of them, and its peaks averaged 0.64 °C above the 2019–2023 median. Basing the ladder on each site's median annual peak and the long-term warming level of about 1.4 °C instead would push crossings about half a degree later on average. Luanda is the outlier: its 2024 peak of 29.4 °C was 1.5 °C above any of the five previous years.

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Highest hourly wet-bulb, 2024

—

Hours above 27 °C, 2024

—

Days with a peak above 27 °C: 2024 → at 2.8 °C

—

Hours above 30.5 °C: 2024 → at 2.8 °C

Every hour of the year

Hours by wet-bulb band, 2024 (bars) and shifted to 2.8 °C of warming (line) · dashed = 30.5 and 35 °C

The hottest hour, month by month

Monthly maximum wet-bulb temperature, 2024

Was 2024 typical? Annual peaks, 2019–2024

28 hottest sites · bar = range of the six annual maxima of daily maximum wet-bulb · dot = 2024


6. Staying Below the Line

Two levers decide how many people live beyond the line: how much the world warms, and how well people are protected where heat crosses it.

The first lever is mitigation, and the ladder shows its value in people. Holding warming to 2 °C rather than the 2.8 °C of current policies keeps about 107 million people in the sampled cities alone on the safe side of the measured limit — two-thirds of the current-policies figure — and cuts person-hours above it by more than two-thirds, from 2.66 billion to 0.75 billion a year. Because extreme wet-bulb temperatures rise almost degree for degree with global warming, every tenth of a degree avoided moves the line back. No amount of adaptation recovers this margin as cheaply for outdoor life, farming and work.

The second lever is protection, and it already works. Ahmedabad's heat action plan, introduced after a 2010 heatwave that caused more than 1,300 excess deaths, combined early warnings, public cooling, hospital preparedness and outreach; Hess and colleagues estimated it avoided about 1,190 deaths a year. Yet protection is unevenly spread. The IEA estimates that about 3.5 billion people live in hot regions, and only about 15% of them own an air conditioner. The ILO puts the number of workers exposed to excessive heat at 2.41 billion, and the Lancet Countdown reports heat-related deaths up 63% since the 1990s.

The cities on the ladder are the priority. The Gulf states have the money to cool almost everyone indoors, so their risk is concentrated among outdoor and migrant workers and depends on enforced midday work bans and heat rules. Kolkata, Dhaka, Karachi, Lahore and Chennai combine humid heat with low air-conditioner ownership, unreliable power and large informal workforces; for them, warnings, cooling centres, reflective roofs, shaded and ventilated homes, and reliable electricity at the hottest hours are the difference between dangerous heat and a mass-casualty event. Sustainable cooling — efficient appliances, passive design and clean power — keeps adaptation from adding to the warming that drives the problem.

Mitigation

Hold warming below 2 °C

Two-thirds fewer people in sampled cities beyond the measured limit than under current policies (54 million vs. 161 million), and 35 °C stays far out of reach.

Early warning

Heat-health action plans

Wet-bulb-based alerts that trigger cooling centres, outreach to older and ill people, hospital readiness and work stoppages. Ahmedabad's plan avoided about 1,190 deaths a year.

Work

Protect those who must exert

Enforceable limits on outdoor work above set wet-bulb or WBGT levels, shifted schedules, rest, shade and water, with income support so informal workers can afford to stop.

Cooling

Access to cool space

Air-conditioning where it is the only option, and passive design, reflective roofs, fans in less extreme humid heat and urban greening everywhere, so cooling reaches the 85% who lack it.

Power

Electricity that holds at peak

Cooling fails when the grid fails. Peak-hour supply, demand response, solar and storage, and protected supply for hospitals and shelters are survival infrastructure.

Data

Measure humid heat where people are

Dense station networks and wet-bulb forecasts in the hotspot belt, because reanalysis smooths out the very extremes that matter.


7. Method

Data, assumptions and caveats.

Hourly 2-metre wet-bulb and air temperatures for 2024 come from the ERA5 reanalysis via the Open-Meteo archive API, in local time, for 149 large cities chosen as in this series' heat and labour report (the largest city in every country of 5 million or more, plus up to seven others in the most populous countries; populations from GeoNames, 676 million in total), and for 12 hotspot sites chosen for their known humid heat: Jacobabad, Bandar Abbas, Dammam, Ras al Khaimah, Abu Dhabi, Doha, Kuwait City, Basra, Manama, Puerto Peñasco, Houston and Visakhapatnam. Hotspot sites carry no population. Daily maximum wet-bulb temperatures for 2019–2023 were retrieved for the 28 sites with the highest 2024 peaks.

For each site the analysis computes the highest hourly wet-bulb temperature, the highest 3- and 6-hour running means, hours and days above each threshold, and monthly maxima. Warming is represented by adding k × (GWL − 1.55) to every hour, where GWL is global warming above 1850–1900, 1.55 °C is the WMO estimate for 2024 (± 0.13 °C) and k is 0.94 °C per °C (0.89–0.99), derived from Zhang, Held and Fueglistaler's projected 1.33–1.49 °C rise in extreme tropical wet-bulb temperature at 1.5 °C. Thresholds are 27 °C, 29 °C, 30.5 °C (Vecellio et al. 2022), 33 °C and 35 °C (Sherwood and Huber 2010). The calculator uses Stull's (2011) empirical formula.

The main caveats are as follows. Reanalysis averages over grid cells tens of kilometres across and understates local and station extremes. A uniform shift ignores changes in humidity, circulation and day-to-day variability, and the ratio k is best constrained in the tropics; humid-heat projections for the extratropics, such as the US Midwest, depend on regional humidity changes this method cannot capture. 2024 was a warm year for many sites. City-proper populations understate metropolitan populations in some places and overstate them where municipalities are large. The thresholds come from young, healthy adults. Related reports: the geography of survivability under climate stress and the compounding burden of heat and air pollution.


Sources

Data and literature consulted in October 2026.


Metadata

Keywords
wet-bulb temperaturehumid heatextreme heatsurvivabilitythermoregulationuncompensable heat stressglobal warming levelsERA5Persian GulfSouth Asiaheat-health action planscooling accessdashboard
Topics
Climate Change Health Climate Adaptation Inequality
JEL classification
Q54, I18, Q56, R11, J81 — climate; public health; environment and development; regional economic activity; working conditions
Data and method
Hourly 2-metre wet-bulb and air temperature for 2024 come from the ERA5 reanalysis via the Open-Meteo archive API, in local time, for 149 large cities (the largest city in every country of 5 million or more, plus up to seven others in the most populous countries; populations from GeoNames) and 12 hotspot sites without population weights. Daily maximum wet-bulb temperatures for 2019–2023 were retrieved for the 28 hottest sites to test how representative 2024 was. Peak metrics are the highest hourly value and the highest 3- and 6-hour running means. Warming is represented by adding k × (GWL − 1.55) to every hour, with GWL the global warming level above 1850–1900, 1.55 °C the WMO estimate for 2024 and k = 0.94 °C per °C (0.89–0.99) from the projected change in extreme tropical wet-bulb temperature (Zhang, Held and Fueglistaler, 2021). Thresholds are 27 °C (extreme humid heat), 30.5 °C (mean measured limit for young adults in humid heat, Vecellio et al., 2022) and 35 °C (theoretical limit, Sherwood and Huber, 2010). Reanalysis grid cells average over tens of kilometres and understate station extremes; a uniform shift ignores changes in humidity, circulation and variability; the baseline is a single, warm year.
Report
H Heuristics Digital Report № 2026-42 · Published 20 October 2026
Licence
CC BY-NC-ND 4.0
Cite as
Hunter Hughes (2026). Wet-Bulb Temperatures and the Emerging Geography of Unsurvivable Heat: Which regions will cross human physiological thresholds within current warming trajectories. H Heuristics Digital Report 2026-42. https://digitalreports.hheuristics.com/reports/wet-bulb-unsurvivable-heat-geography/
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