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Climate MetricExplainerAug 4, 2026, 10:30 PM· 4 min read· #2 of 2 in science

New Climate Metric Accounting for Humidity Finds Cooling Efficiency Declining Since 1971

A physics-based metric reveals that traditional temperature-only models have masked a 2% to 4% per-decade decline in cooling efficiency across North America. By factoring in humidity, researchers project that cooling-related electricity demand will double in historically temperate regions by mid-century.

By Nicolas Laurent

Climate Researchers 40%Energy Infrastructure Planners 35%Sustainability Advocates 25%
Climate Researchers
Focuses on correcting the fundamental physics of climate modeling.
Energy Infrastructure Planners
Prioritizes accurate demand forecasting to prevent infrastructure failure.
Sustainability Advocates
Highlights the environmental feedback loop of increased cooling demand.

Why this matters

Utility companies and grid operators rely on accurate demand forecasts to prevent blackouts and allocate infrastructure budgets. By adopting this new metric, planners can avoid building unnecessary power plants in drying regions while fortifying the grid in humid areas where the energy burden is compounding.

Key points

  • A new 'effective cooling degree days' (eCDD) metric incorporates both temperature and humidity to measure the true workload of air conditioners.
  • Cooling efficiency across North America has quietly declined by 2% to 4% per decade since 1971 due to changing atmospheric conditions.
  • Traditional temperature-only metrics have systematically underestimated cooling demand in humid regions where moisture compounds heat.
  • In arid regions like the desert Southwest, drier air has partially offset the thermodynamic penalty of rising temperatures.
  • Cooling-related electricity demand is projected to more than double by mid-century in historically temperate zones like the Northwest and Great Lakes.
2–4%
Decline in cooling efficiency per decade since 1971
19
Climate models used for future projections
100%
Projected cooling demand increase in vulnerable regions by mid-century
50 years
Span of high-resolution weather data analyzed (1971-2020)

For a century, energy planners and utility companies have relied on a simple mathematical yardstick to predict how much electricity the world needs to stay cool. Known as "cooling degree days" (CDD), the metric assumes that every degree of heat requires the exact same amount of energy to offset, regardless of the surrounding atmospheric conditions.[1][2]

But a new study published in the journal Nature Communications reveals that this foundational assumption is fundamentally flawed, masking a quiet but significant strain on global power grids. By ignoring the role of humidity, the traditional CDD metric fails to capture the actual thermodynamic workload required by air conditioners and refrigeration systems.[6]

To correct this blind spot, atmospheric scientists at the University of Hawai'i at Mānoa have developed a new, physics-grounded metric called "effective cooling degree days" (eCDD). This updated framework couples both temperature and moisture to the actual physics of refrigeration cycles, providing a much more accurate picture of climate-driven energy demand.[1][5]

The primary claim advanced by the researchers is that the efficiency of cooling systems is not static; it degrades as atmospheric conditions change. Applying the eCDD metric to 50 years of high-resolution weather data from 1971 to 2020, the research team was able to quantify this historical shift with a high degree of confidence.[3][4]

The eCDD framework accounts for the thermodynamic reality that cooling systems must expend energy to condense water vapor.
The eCDD framework accounts for the thermodynamic reality that cooling systems must expend energy to condense water vapor.

The evidence shows that cooling efficiency across North America has declined by roughly 2% to 4% per decade since 1971. This decline means that modern air conditioners must consume significantly more electricity today to achieve the same cooling effect they did fifty years ago, even before accounting for the increased frequency of extreme heatwaves.[1][2][5]

The mechanism behind this decline is rooted in basic thermodynamics. Real cooling systems do not simply lower the temperature of the air; they must also wring moisture out of it. As temperatures climb, compressors and heat exchangers become less efficient. When high humidity is added to the mix, the system is forced to expend massive amounts of energy condensing water vapor rather than just cooling the air.[3][4]

This dynamic creates stark regional disparities, leading to the study's second major finding: a climatic "tug-of-war" between temperature and humidity. The data highlights that the old temperature-only metric misjudges cooling demand differently depending on the region, overstating it in some places and severely understating it in others.[1][4]

This dynamic creates stark regional disparities, leading to the study's second major finding: a climatic "tug-of-war" between temperature and humidity.

In humid regions, such as the American South and the Mid-Atlantic, heat and moisture compound each other. The energy burden in these areas is significantly worse than a temperature-only analysis would suggest, as the atmosphere holds more water vapor that cooling systems must actively remove.[3][5]

Conversely, the researchers discovered a counterintuitive phenomenon in arid regions like the desert Southwest. While they initially expected efficiency to plummet due to extreme heat, they found that the atmosphere in these regions is actually becoming drier. Because drier air is genuinely easier to cool, this lack of moisture partially offsets the thermodynamic penalty of higher temperatures.[1][4]

Cooling efficiency across North America has steadily declined over the last fifty years as atmospheric conditions have shifted.
Cooling efficiency across North America has steadily declined over the last fifty years as atmospheric conditions have shifted.

In a few specific desert locations, cooling efficiency has actually held steady or even slightly improved over the last fifty years. The researchers note that this competing influence—temperature pushing efficiency down while decreasing humidity pulls it back up—is completely invisible to traditional forecasting models.[1][3]

To assess future grid vulnerability, the research team applied the eCDD framework to projections from 19 different climate models under a high-emissions scenario. The goal was to map the results onto the U.S. electricity grid and identify where infrastructure is most at risk over the coming decades.[1][2][5]

The projections indicate that the regions facing the steepest future increases in cooling demand are not necessarily the hottest, but rather historically temperate zones like the Northwest, the Great Lakes, and the Mid-Atlantic. In these areas, grid regions are projected to see cooling-related electricity demand more than double by mid-century.[1][2]

Historically temperate regions face the steepest projected increases in cooling demand by mid-century.
Historically temperate regions face the steepest projected increases in cooling demand by mid-century.

While the evidence regarding the physical requirements of cooling is robust, the researchers acknowledge transparent uncertainty regarding human adaptation and infrastructure response. The physics of the refrigeration cycle are well-understood, but the exact strain on future power grids will depend heavily on how quickly utility companies update their forecasting models.[2][4][6]

Furthermore, the widespread adoption of emerging, highly efficient dehumidification technologies—such as liquid desiccant cooling—could alter these demand trajectories, representing an edge case that current models cannot fully predict.[4][6]

Ultimately, getting cooling demand right is not merely an academic exercise. Financial markets trade futures based on these metrics to hedge against unusually hot summers, and grid operators use them to decide where to build new power plants. By transitioning to a physics-based metric that respects the complex relationship between heat and moisture, energy planners can ensure that the grid remains resilient as the climate continues to change.[1][3][4][5]

How we got here

  1. 1920s

    The concept of Cooling Degree Days (CDD) is introduced, becoming the standard metric for estimating energy demand based on temperature.

  2. 1971–2020

    Cooling efficiency across North America quietly declines by 2% to 4% per decade as atmospheric heat and moisture levels shift.

  3. July 2026

    Atmospheric scientists publish the eCDD framework in Nature Communications, revealing the flaws in the traditional temperature-only metric.

  4. Mid-Century (Projected)

    Cooling-related electricity demand is projected to double in historically temperate U.S. regions under high-emissions scenarios.

Viewpoints in depth

Climate Researchers' View

Focuses on correcting the fundamental physics of climate modeling.

Atmospheric scientists argue that continuing to use the century-old Cooling Degree Days (CDD) metric is a failure to acknowledge basic thermodynamics. By ignoring the energy required to condense water vapor out of humid air, traditional models have been systematically underestimating the true workload placed on cooling systems. Researchers emphasize that the new eCDD framework is not just a minor adjustment, but a necessary paradigm shift to accurately reflect the compounding effects of heat and moisture in a warming world.

Grid Operators' View

Prioritizes accurate demand forecasting to prevent infrastructure failure.

For energy planners and utility companies, the primary concern is grid resilience. If forecasting models underestimate cooling demand in humid regions, utilities risk building insufficient power generation, leading to catastrophic blackouts during peak heatwaves. Conversely, overestimating demand in drying regions like the desert Southwest could result in billions of dollars wasted on unnecessary infrastructure. This camp views the eCDD metric as a critical tool for hedging financial risk and ensuring reliable electricity delivery.

Sustainability Advocates' View

Highlights the environmental feedback loop of increased cooling demand.

Environmental and sustainability groups focus on the alarming reality that cooling efficiency has been declining for fifty years. They point out a dangerous feedback loop: as the climate warms and becomes more humid, air conditioners require more electricity, which in turn drives more greenhouse gas emissions if that power comes from fossil fuels. This perspective advocates for using the eCDD data not just to build more power plants, but to accelerate the deployment of next-generation, highly efficient dehumidification technologies and better building insulation.

What we don't know

  • How quickly utility companies and financial markets will transition from the century-old CDD metric to the new eCDD framework.
  • The exact economic cost of the 2% to 4% per-decade decline in cooling efficiency over the last fifty years.
  • Whether emerging dehumidification technologies, such as liquid desiccant cooling, can be scaled fast enough to offset the projected doubling of demand in temperate regions.

Key terms

Cooling Degree Days (CDD)
A traditional measurement used by energy companies to estimate the demand for cooling based solely on how much the outside temperature exceeds a specific baseline.
Effective Cooling Degree Days (eCDD)
A newly developed metric that calculates cooling demand by factoring in both temperature and humidity, reflecting the true workload of refrigeration systems.
Thermodynamics
The branch of physics that deals with the relationships between heat, work, temperature, and energy, which governs how air conditioners operate.
Refrigeration Cycle
The physical process used by air conditioners and refrigerators to transfer heat from an indoor space to the outside environment.
Desiccant Cooling
An emerging technology that uses moisture-absorbing materials to dehumidify air, potentially offering much higher efficiency than traditional vapor-compression air conditioners.

Frequently asked

What are Cooling Degree Days (CDD)?

CDD is a century-old metric used by energy planners to estimate how much electricity will be needed to cool buildings, based entirely on outside temperature.

How does the new eCDD metric differ from the old one?

The "effective cooling degree days" (eCDD) metric accounts for both temperature and humidity, reflecting the actual physics of how air conditioners work to remove moisture from the air.

Why has cooling efficiency declined since 1971?

As the climate has warmed and atmospheric moisture has changed, air conditioners have to expend significantly more energy wringing water vapor out of the air, making them 2% to 4% less efficient per decade.

Which regions will see the biggest increase in cooling demand?

Projections show that historically temperate regions like the Northwest, Great Lakes, and Mid-Atlantic could see cooling-related electricity demand more than double by mid-century.

Does high heat always mean lower cooling efficiency?

Not always. In arid regions like the desert Southwest, the air is becoming drier. Because dry air is easier to cool, efficiency in these areas has sometimes held steady despite rising temperatures.

Sources

Source coverage

6 outlets

3 viewpoints surfaced

Climate Researchers 40%Energy Infrastructure Planners 35%Sustainability Advocates 25%
  1. [1]University of Hawai'iClimate Researchers

    New insights from a more elegant approach to cooling demand

    Read on University of Hawai'i
  2. [2]Nature CommunicationsClimate Researchers

    Effective cooling degree days: A new physics-based metric for climate-driven cooling demand

    Read on Nature Communications
  3. [3]Phys.orgEnergy Infrastructure Planners

    New physics-based metric improves estimates of climate-driven cooling demand

    Read on Phys.org
  4. [4]ScienmagEnergy Infrastructure Planners

    New physics-based metric improves estimates of climate-driven cooling demand

    Read on Scienmag
  5. [5]Ethical MarketsSustainability Advocates

    A problematic metric used everywhere

    Read on Ethical Markets
  6. [6]LabRootsSustainability Advocates

    How does air conditioning supply and demand stack up against climate change?

    Read on LabRoots
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