Contrails in the blue sky. (Credit: ILYA AKINSHIN on Shutterstock)
Contrails are responsible for a large portion of aviation’s overall carbon footprint.
In A Nutshell
- Aviation contrails caused $4.3 billion to $410 billion in climate damage during 2019, depending on modeling assumptions
- Globally, just 2-3% of flights may produce roughly 80% of contrail warming
- In the North Atlantic region, about 35% of flights could benefit from rerouting to avoid contrails if fuel penalties stay below 1%
- Europe will require airlines to report non-CO₂ climate impacts starting in 2025
Those white vapor trails crisscrossing the sky carry a hidden climate price tag comparable to the damage from jet fuel itself. Research from Chalmers University of Technology reveals that aviation contrails (short-lived clouds formed by aircraft exhaust) inflicted between $4.3 billion and $410 billion in global climate damage during 2019, depending on how society values preventing future harm.
While aviation contributes 2.5% of global CO₂ emissions, contrails deliver a second warming effect to the atmosphere. When aircraft engines release hot, moist exhaust into cold, humid air at cruising altitude, ice crystals form and can persist for hours. These contrail cirrus clouds trap infrared radiation escaping Earth’s surface. In 2019, warming from all contrails was in the same ballpark as the heating caused by all aviation CO₂ that year, though the exact comparison depends on modeling assumptions.
CO₂ persists in the atmosphere for centuries while contrails vanish within hours. This creates a difficult question for policymakers: how to weigh short-term warming against pollution that accumulates over generations. Researchers tackled this by calculating “social costs,” which measure the present value of all future climate damages from one unit of emissions today.
Calculating Aviation Contrail Climate Costs
The study, published in Nature Communications, was led by climate economist Daniel Johansson. Researchers built a model to compare the climate damage from contrails versus CO₂. The model tracked how warming from each source would ripple through the climate system over decades, causing temperature changes and economic harm.
That huge range comes from a bundle of modeling choices: the discount rate, the future temperature pathway, the damage function, and uncertainty about contrail strength. Aviation CO₂ costs showed similar variability, ranging from $23 billion to $1.6 trillion.
On average, preventing $1 of CO₂ damage roughly equals preventing 15 cents of contrail damage. But that ratio can swing wildly—from about 8 cents to 57 cents—depending on the economic assumptions.
Wikimedia Commons, CC BY-SA 2.5 | André Karwath)
Small Share of Flights Causes Most Contrail Warming
Analyzing nearly 500,000 North Atlantic flights from 2019, researchers found extraordinary variability in climate impact. About 14% produced cooling contrails that offset some CO₂ warming. Another 48% never formed persistent contrails, leaving CO₂ as their only climate impact.
The remaining 38% created warming contrails, and within that group a small fraction caused outsize damage. Previous research suggests that globally, just 2-3% of flights may account for 80% of contrail warming. This North Atlantic analysis found a similar concentration pattern, with roughly 10% of flights generating about 80% of the warming effect. Whether a plane leaves a warming trail depends on atmospheric conditions (temperature, humidity, time of day) that shift from flight to flight.
This creates an opportunity. Airlines might reroute flights to avoid the specific cold, humid atmospheric conditions where long-lasting contrails form. The tradeoff? Rerouting burns extra fuel and releases more CO₂. In the North Atlantic dataset, the analysis shows that at 1% extra fuel consumption, about 35% of flights would still benefit from redirection when balancing contrail avoidance against added carbon. At 5% extra fuel, roughly 30% remain worthwhile rerouting targets.
Targeting the worst 10% of flights could deliver 80% of potential warming reductions, even after accounting for additional fuel costs.
Forecasting Which Flights Create Contrail Warming
Major uncertainty clouds the analysis. Current tools struggle to predict which flights will form long-lasting, warming contrails. Weather conditions at cruising altitude are difficult to forecast accurately, and calculating exact contrail impact after flights land remains challenging. Researchers addressed this by running multiple weather simulations and testing different assumptions about how contrails warm the planet.
When requiring 95% confidence that rerouting produces net climate benefit—a conservative threshold—the share of beneficial reroutes dropped from 35% to roughly 22% at 1% extra fuel. Careful, high-confidence targeting might redirect about one-fifth of flights while avoiding wasteful reroutes.
Europe is advancing regulation. Starting in 2025, aircraft operators must report estimated non-CO₂ impacts including contrails. By 2028 the European Commission plans to propose mitigation legislation. The findings could inform how those rules balance immediate contrail reductions against long-term carbon accumulation.
Putting the Costs in Context
For perspective, global airlines generated $838 billion in revenue during 2019, with $190 billion in fuel costs. The upper estimate of $410 billion in contrail climate costs represents nearly half of industry revenues that year. The lower estimate of $4.3 billion equals about 2% of fuel expenses.
Airlines currently lack tools to routinely identify high-impact flights with adequate accuracy. Air traffic control systems aren’t designed around climate optimization. And fundamental disagreements about valuing future harm persist among economists, ethicists, and policymakers. Still, the analysis provides a framework for weighing tradeoffs as aviation confronts its complete climate footprint.
Paper Notes
Study Limitations
The analysis relies on economic models that extend hundreds of years into the future, introducing considerable uncertainty in damage estimates, economic growth projections, and climate sensitivity assumptions. The researchers examined specific combinations of discount rates, temperature pathways, and damage functions but did not conduct a fully probabilistic analysis across all possible parameter values.
Contrail formation and radiative properties remain difficult to forecast, with current weather models struggling to predict ice-supersaturated regions at cruising altitude. The team used ensemble weather data to capture some variability but acknowledged that systematic biases in humidity forecasts could affect results. The efficacy of contrails (how efficiently they warm the climate compared to CO₂) carries substantial uncertainty, with published estimates ranging from 0.2 to 0.64; the analysis assumed a best estimate of 0.42.
The study focused on North Atlantic flights, which may not represent global patterns. Damage estimates apply global average temperature responses to a quadratic damage function, potentially missing regional variations in contrail impacts and economic vulnerability. The analysis did not account for operational constraints like air traffic control limitations, safety requirements, or real-world feasibility of rerouting strategies.
Funding and Disclosures
The research received funding from VINNOVA (Swedish innovation agency) grant number 2023-01286, Chalmers Area of Advance Transport, Chalmers Area of Advance Energy, and the Familjen Kamprads Stiftelse project 20230142. The authors declared no competing interests.
Publication Details
The study, titled “The social costs of aviation CO₂ and contrail cirrus,” was authored by Daniel J. A. Johansson, Christian Azar, and Susanne Pettersson from the Division of Physical Resource Theory, Department of Space, Earth and Environment at Chalmers University of Technology in Gothenburg, Sweden; Thomas Sterner from the Department of Economics, School of Business, Economics and Law at the University of Gothenburg; and Marc E. J. Stettler and Roger Teoh from the Department of Civil and Environmental Engineering at Imperial College London.
The paper was published in Nature Communications, volume 16, article number 8558, on September 29, 2025. The DOI is 10.1038/s41467-025-64355-5. The research was received by the journal on April 30, 2024, and accepted on September 15, 2025.
Aviation emissions data and contrail forcing estimates are based on 2019 global aviation activity, while social cost calculations apply to the year 2020. The modified Dynamic Integrated Climate Economy (DICE) model used in the analysis builds on DICE 2016R2 with updated damage functions, discount rate parameters, and atmospheric gas cycles based on FaIR 2.0.0. Flight-specific contrail forcing estimates for North Atlantic routes used the Contrail Cirrus Prediction (CoCiP) model with ERA5 reanalysis weather data from the European Centre for Medium-Range Weather Forecasts.







