Climate sensitivity
Climate sensitivity is the number climate scientists argue about most, and its value could determine whether the Paris Agreement survives or collapses. It answers one precise question: if the concentration of carbon dioxide in the atmosphere doubles, how much warmer does Earth become? That sounds simple. It is not. The answer depends on a chain of secondary effects called feedbacks, and those feedbacks are exactly what scientists struggle to pin down. Whether the number lands closer to 2 degrees Celsius or 4 degrees Celsius is not an academic distinction. One study suggests that halving the uncertainty in just the short-term version of this measure could save trillions of dollars in avoided economic damage. Another study found that if the long-term value exceeds 3.4 degrees Celsius, emissions cannot be reduced fast enough to keep warming below 2 degrees at all. The first person to put a number on this question was Svante Arrhenius in the 19th century. Getting from his estimate to the modern one required more than a century of argument, observation, and computing power that Arrhenius could not have imagined.
When carbon dioxide traps heat, the direct warming it produces is, in principle, easy to calculate using the Stefan-Boltzmann law. A doubling of CO2 from the pre-industrial level of 280 parts per million delivers a radiative forcing of about 3.7 watts per square meter, and without any feedbacks that would produce roughly 1 degree Celsius of warming. Scientists agree on that figure; it is not contested. The uncertainty comes from what happens next. Warming melts ice, and ice reflects sunlight. Less ice means more sunlight absorbed by the darker ocean and land beneath, which means more warming still. This is the ice-albedo feedback. Warming also increases evaporation, which puts more water vapour into the atmosphere, and water vapour is itself a greenhouse gas, adding another layer of warming on top. These are self-reinforcing feedbacks. They push the final temperature higher. Balancing feedbacks work in the opposite direction, increasing the rate at which a warmer planet radiates heat to space. Climate sensitivity depends on which set of feedbacks wins, and by how much. The uncertainty in climate sensitivity estimates traces almost entirely to these feedback interactions, especially the behaviour of clouds.
Transient climate response, or TCR, measures temperature change averaged over a 20-year window centered on the moment when CO2 doubles, assuming a 1 percent annual increase in concentration. It is the near-term reading. The Intergovernmental Panel on Climate Change estimates TCR likely falls between 1 and 2.5 degrees Celsius. Equilibrium climate sensitivity, or ECS, is something different. It measures where temperature eventually settles after the planet has fully adjusted to doubled CO2, including feedbacks that take centuries or millennia to play out. The deep ocean, for instance, takes many centuries to reach a new steady state after warming begins, and while it is still absorbing heat it acts as a brake on surface temperatures. Once the ocean equilibrates, that brake lifts, and temperatures climb further. That is why ECS is always higher than TCR. The IPCC Sixth Assessment Report placed ECS, with high confidence, in the range of 2.5 to 4 degrees Celsius, with a best estimate of 3 degrees. A further extension of the concept, called Earth system sensitivity, layers in feedbacks that operate over millennia, such as the melting of continental ice sheets and changes in vegetation, and may be roughly twice as large as ECS. The carbon cycle, however, is deliberately excluded from the Earth system sensitivity definition.
Paleoclimatologists can check modern estimates against the deep record of Earth's history. The Last Glacial Maximum, about 21,000 years ago, provides especially useful data because the atmospheric CO2 concentration and the radiative forcing from that cold period are relatively well documented. The Paleocene-Eocene Thermal Maximum, about 55.5 million years ago, is another reference point. During that roughly 20,000-year episode, massive amounts of carbon entered the atmosphere and average global temperatures rose by approximately 6 degrees Celsius. A 2007 estimate using data spanning the most recent 420 million years produced a sensitivity consistent with current climate models. Studies of the last 800,000 years found that climate sensitivity was greater during glacial periods than during interglacial periods. Older periods are harder to reconstruct; the oldest continuous ice core, from which past CO2 concentrations can be read directly, is less than one million years old. Climates further back therefore carry more uncertainty. One well-studied warm period, the Pliocene, ran from 5.3 to 2.6 million years ago, and the cooler Pleistocene from 2.6 million to 11,700 years ago; researchers have examined both as possible windows into how the climate behaves under conditions that differ from today.
Svante Arrhenius made the first quantitative estimate of warming from doubled CO2. His initial paper placed the figure at 5 to 6 degrees Celsius. He later revised it downward to 4 degrees. To account for the role of water vapour, Arrhenius assumed that relative humidity would stay constant as the planet warmed, an assumption that has held up. The first calculation to use detailed absorption spectra and a computer for numerical integration came from Syukuro Manabe and Richard Wetherald in 1967. They computed an equilibrium climate sensitivity of 2.3 degrees Celsius per doubling of CO2, then rounded it to 2 degrees in their abstract. Their work has been described as, quote, arguably the greatest climate-science paper of all time. In 1979, a committee convened by the United States National Academy of Sciences and chaired by Jule Charney placed equilibrium climate sensitivity at 3 degrees Celsius, plus or minus 1.5 degrees. As Manabe recounted in 2004, Charney took the Manabe estimate of 2 degrees and the Hansen estimate of 4 degrees, added 0.5 degrees to one end and subtracted 0.5 from the other, and arrived at the 1.5 to 4.5 degree range that then appeared in every major greenhouse assessment that followed. Stefan Rahmstorf noted in 2008 that when the Charney report was published, that range rested on very shaky ground.
The IPCC First Assessment Report in 1990 placed equilibrium climate sensitivity between 1.5 and 4.5 degrees Celsius, with a best guess of 2.5 degrees. Its ocean models were simplified. The 1992 supplementary report used full ocean circulation models and found no compelling reason to change the 1990 estimate. The Second Assessment Report said the same. The Third Assessment Report in 2001 retained the identical likely range. Much of the persistent uncertainty across those reports was attributed to insufficient understanding of cloud processes. The Fourth Assessment Report in 2007 broke the pattern, stating that confidence had increased substantially. That report concluded ECS is very likely above 1.5 degrees and likely between 2 and 4.5 degrees, with a most likely value of about 3 degrees. The Fifth Assessment Report in 2013 reverted to the older 1.5 to 4.5 range because some estimates using Industrial Age data came in low; it also stated ECS is extremely unlikely to be below 1 degree and very unlikely to exceed 6 degrees. In preparation for the Sixth Assessment Report in 2021, a new generation of models spanning 27 research groups produced ECS estimates ranging from 1.8 to 5.6 degrees, with 10 of the 27 models exceeding 4.5 degrees. The median ECS estimate shifted from 3.2 to 3.7 degrees. The main driver of that increase was improved cloud modelling: warmer temperatures, the new models suggested, cause sharper reductions in low cloud cover, allowing more sunlight to reach the surface.
A fifth of the models contributing to the Sixth Assessment Report ran notably hotter than the rest. These so-called hot models projected that worst-case warming could exceed 5 degrees Celsius above pre-industrial levels by 2100, a level characterised as having a catastrophic impact on human society. The problem is that those same models reproduced known historical climate poorly. They struggled to match observed 20th-century warming and failed to replicate the cooling pattern of the last ice age. Empirical observations combined with physics-based modelling place the very likely range for warming at 2.3 to 4.7 degrees, well below what the hot models predicted. For those reasons, the IPCC gave the hot models reduced weight in its 2022 analysis. The gap between the hot models and observation-constrained estimates points back to the same unresolved difficulty: clouds. Improved cloud physics drove the estimates upward, and deficiencies in cloud simulation may then have pushed some models too far. The Coupled Model Intercomparison Project, running since the 1990s, exists partly to pool these models and identify where they diverge, and the persistent spread around the cloud feedback question is why the 3 degree best estimate from the Sixth Assessment Report still carries an uncertainty band of more than a full degree in either direction.
Up Next
Common questions
What is climate sensitivity and why does it matter?
Climate sensitivity measures how much Earth's surface temperature rises in response to a doubling of atmospheric CO2. It matters because its value directly determines whether international targets such as the Paris Agreement goal of limiting warming to below 2 degrees Celsius can be met. One study found that halving the uncertainty in the transient climate response could save trillions of dollars.
What is the difference between transient climate response and equilibrium climate sensitivity?
Transient climate response (TCR) is the temperature change averaged over a 20-year window centered on the moment CO2 doubles, estimated by the IPCC to likely fall between 1 and 2.5 degrees Celsius. Equilibrium climate sensitivity (ECS) is the long-term temperature rise after the planet fully adjusts, including ocean equilibration that can take centuries or millennia; the IPCC Sixth Assessment Report placed ECS between 2.5 and 4 degrees Celsius with a best estimate of 3 degrees.
Who first calculated climate sensitivity and what did they find?
Svante Arrhenius in the 19th century was the first to quantify warming from doubled CO2, initially estimating 5 to 6 degrees Celsius before revising the figure to 4 degrees. The first calculation using detailed absorption spectra and a computer was performed by Syukuro Manabe and Richard Wetherald in 1967, producing an estimate of 2.3 degrees Celsius, which they rounded to 2 degrees in their abstract.
What did the 1979 Charney report conclude about climate sensitivity?
The committee chaired by Jule Charney and convened by the United States National Academy of Sciences estimated equilibrium climate sensitivity at 3 degrees Celsius, plus or minus 1.5 degrees. According to Manabe, speaking in 2004, Charney derived the 1.5 to 4.5 degree range by taking Manabe's estimate of 2 degrees and Hansen's estimate of 4 degrees and adding a 0.5 degree margin at each end.
Why do climate sensitivity estimates vary across models?
The main source of variation is the treatment of cloud feedbacks. Across 27 models contributing to the 2021 IPCC Sixth Assessment Report, ECS estimates ranged from 1.8 to 5.6 degrees Celsius; improved modelling of low clouds drove many estimates higher, while models with the highest values failed to reproduce observed historical warming and were given reduced weight.
How is climate sensitivity estimated from Earth's geological past?
Paleoclimatologists use reconstructed temperatures and CO2 levels from past geological periods. Key reference points include the Last Glacial Maximum about 21,000 years ago, the Paleocene-Eocene Thermal Maximum about 55.5 million years ago when temperatures rose approximately 6 degrees Celsius over roughly 20,000 years, and data spanning the most recent 420 million years. The oldest continuous ice core, however, is less than one million years old, which limits direct CO2 measurements for earlier periods.
All sources
115 references cited across the entry
- 2webClimate sensitivity: fact sheetAustralian government. Department of the Environment.
- 4journalMaking sense of palaeoclimate sensitivityPALAEOSENS Project Members — November 2012
- 5bookRadiative Forcing of Climate Change: Expanding the Concept and Addressing UncertaintiesNational Research Council — The National Academic Press — 2005
- 6webThe NOAA Annual Greenhouse Gas Index (AGGI)Butler J. and Montzka S. — NOAA Global Monitoring Laboratory/Earth System Research Laboratories — 2020
- 8journalObservational determination of surface radiative forcing by from 2000 to 2010Feldman, D.R., W.D. Collins, P.J. Gero, M.S. Torn, E.J. Mlawer, and T.R. Shippert — 2015-02-25
- 9webExplained: Radiative forcing10 March 2010
- 11journalAnthropogenic aerosol drives uncertainty in future climate mitigation effortsE. J. L. Larson et al. — 2019-11-12
- 13journalHalfway to doubling of CO2 radiative forcingGunnar Myhre et al. — 2017
- 14newsWe have 12 years to limit climate change catastrophe, warns UNJonathan Watts — 2018-10-08
- 15journalThe $10 trillion value of better information about the transient climate responseHope C — November 2015
- 16journalClimate sensitivity uncertainty: when is good news bad?Freeman MC, Wagner G, Zeckhauser RJ — November 2015
- 17journalThe Paris Agreement zero-emissions goal is not always consistent with the 1.5 °C and 2 °C temperature targetsKatsumasa Tanaka et al. — 2018
- 18webOpinion: Europe is burning just as scientists offer a chilling truth about climate changeJames Dyke — 2019-07-24
- 19journalDecadal global temperature variability increases strongly with climate sensitivityFemke J. M. M. Nijsse et al. — 2019
- 20journalFeedbacks, Timescales, and Seeing RedGerard Roe — 2009
- 21bookGlobal Warming: Looking Beyond KyotoStefan Rahmstorf — Brookings Institution Press — 2008
- 22journalClimate tipping points - too risky to bet againstLenton TM, Rockström J, Gaffney O, Rahmstorf S, Richardson K, Steffen W, Schellnhuber HJ — November 2019
- 23journalExceeding 1.5°C global warming could trigger multiple climate tipping pointsDavid I. Armstrong McKay et al. — 2022-09-09
- 24journalVariation in climate sensitivity and feedback parameters during the historical periodJ. M. Gregory et al. — 2016
- 25journalWhy must a solar forcing be larger than a CO2forcing to cause the same global mean surface temperature change?Angshuman Modak et al. — 2016
- 26bookClimate Change 2007: Synthesis Report. Contribution of Working Groups I, II and III to the Fourth Assessment Report of the Intergovernmental Panel on Climate ChangeRandall DA — Cambridge University Press — 2007
- 27journalEarth's energy imbalance and implicationsJames Hansen et al. — 2011
- 28harvnbCollins, Knutti, Arblaster (2013) p. Executive Summary; p. 1033Collins, Knutti, Arblaster — 2013
- 29journalThe utility of the historical record for assessing the transient climate response to cumulative emissionsRichard J. Millar et al. — 2018-05-13
- 30journalThe proportionality of global warming to cumulative carbon emissionsMatthews HD, Gillett NP, Stott PA, Zickfeld K — June 2009
- 31bookIPCC2018
- 32journalA new method for diagnosing radiative forcing and climate sensitivityGregory JM, Ingram WJ, Palmer MA, Jones GS, Stott PA, Thorpe RB, Lowe JA, Johns TC, Williams KD — 2004
- 33webArchived copy
- 34journalClimate sensitivity: how much warming results from increases in atmospheric carbon dioxide (CO2)?Ed Hawkins et al. — 2019
- 35bookClimate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate ChangePlanton S — Cambridge University Press — 2013
- 36journalClimate Sensitivity of the Community Climate System Model, Version 4Bitz CM, Shell KM, Gent PR, Bailey DA, Danabasoglu G, Armour KC, Holland MM, Kiehl JT — 2011
- 37bookClimate Change 2001: The Scientific Basis. Contribution of Working Group I to the Third Assessment Report of the Intergovernmental Panel on Climate ChangePrentice IC — Cambridge University Press — 2001
- 38journalEquilibrium Climate Sensitivity Estimated by Equilibrating Climate ModelsMaria Rugenstein et al. — 2020
- 39journalBeyond equilibrium climate sensitivityReto Knutti et al. — 2017
- 40journalClimate sensitivity in the AnthropocenePrevidi M, Liepert BG, Peteet D, Hansen J, Beerling DJ, Broccoli AJ, Frolking S, Galloway JN, Heimann M, Le Quéré C, Levitus S — 2013
- 41journalIncreasing Earth System Sensitivity in mid-Pliocene simulations from CCSM4 to CESM2Ran Feng et al. — 2020-01-04
- 42webTarget CO27 April 2008
- 43webOn sensitivity: Part IRealClimate.org — 3 January 2013
- 44journalImplications for climate sensitivity from the response to individual forcingsKate Marvel et al. — 2016
- 45journalCommitted warming inferred from observationsRobert Pincus et al. — 2017
- 46journalState-Dependence of the Climate Sensitivity in Earth System Models of Intermediate ComplexityPatrik L. Pfister et al. — 2017
- 47journalClimate sensitivity, sea level and atmospheric carbon dioxideHansen J, Sato M, Russell G, Kharecha P — October 2013
- 48journalRisk of multiple interacting tipping points should encourage rapid CO2 emission reductionThomas S. Lontzek et al. — 2016
- 49journalA lower and more constrained estimate of climate sensitivity using updated observations and detailed radiative forcing time seriesSkeie RB, Berntsen T, Aldrin M, Holden M, Myhre G — 2014
- 50journalEnergy budget constraints on climate sensitivity in light of inconstant climate feedbacksKyle C. Armour — 2017
- 51journalThe Climate Sensitivity and Its Components Diagnosed from Earth Radiation Budget DataForster PM, Gregory JM — 2006
- 52journalThe implications for climate sensitivity of AR5 forcing and heat uptake estimatesNicholas Lewis et al. — 2014
- 53journalEnergy budget constraints on climate responseOtto A, Otto FE, Boucher O, Church J, Hegerl G, Forster PM, Gillett NP, Gregory J, Johnson GC, Knutti R, Lewis N — 2013
- 54journalReconciled climate response estimates from climate models and the energy budget of EarthMartin B. Stolpe et al. — 2016
- 55journalHeat capacity, time constant, and sensitivity of Earth's climate systemStephen E. Schwartz — 2007
- 56journalComment on 'Heat capacity, time constant, and sensitivity of Earth's climate system' by S. E. SchwartzKnutti R, Kraehenmann S, Frame DJ, Allen MR — 2008
- 57journalComment on 'Heat capacity, time constant, and sensitivity of Earth's climate system' by S. E. SchwartzFoster G, Annan JD, Schmidt GA, Mann ME — 2008
- 58journalComment on 'Heat capacity, time constant, and sensitivity of Earth's climate system' by S. E. Schwartz.Scafetta N — 2008
- 59journalConstraining model transient climate response using independent observations of solar-cycle forcing and responseTung KK, Zhou J, Camp CD — 2008
- 60journalSurface warming by the solar cycle as revealed by the composite mean difference projectionCamp CD, Tung KK — 2007
- 61journalGlobal temperature response to radiative forcing: Solar cycle versus volcanic eruptionsK. Rypdal — 2012
- 62journalConstraining Transient Climate Sensitivity Using Coupled Climate Model Simulations of Volcanic EruptionsMerlis TM, Held IM, Stenchikov GL, Zeng F, Horowitz LW — 2014
- 63journalPaleoclimate pattern effects help constrain climate sensitivity and 21st-century warmingVincent T. Cooper — 22 January 2026
- 64webWhat a three-million year fossil record tells us about climate sensitivityRobert McSweeney — 2015-02-04
- 65newsEuropean team to drill for 'oldest ice'Jonathan Amos — 2019-04-09
- 66journalOn the importance of paleoclimate modelling for improving predictions of future climate changeJulia C. Hargreaves et al. — 2009
- 67journalCan the Last Glacial Maximum constrain climate sensitivity?Hargreaves JC, Annan JD, Yoshimori M, Abe-Ouchi A — 2012
- 68journalLast Glacial Maximum pattern effects reduce climate sensitivity estimatesVincent T. Cooper — 17 April 2024
- 69journalClimate sensitivity constrained by CO2 concentrations over the past 420 million yearsRoyer DL, Berner RA, Park J — March 2007
- 70journalSensitivity of the Palaeocene-Eocene Thermal Maximum climate to cloud propertiesKiehl JT, Shields CA — October 2013
- 71journalOn the state dependency of fast feedback processes in (paleo) climate sensitivityvon der Heydt AS, Köhler P, van de Wal RS, Dijkstra HA — 2014
- 72harvnbMasson-Delmotte, Schulz, Abe-Ouchi (2013)Masson-Delmotte, Schulz, Abe-Ouchi — 2013
- 73journalHow well do simulated last glacial maximum tropical temperatures constrain equilibrium climate sensitivity?: CMIP5 LGM TROPICS AND CLIMATE SENSITIVITYPeter O. Hopcroft et al. — 2015
- 74journalComment on 'Aerosol radiative forcing and climate sensitivity deduced from the Last Glacial Maximum to Holocene transition' by Petr Chylek and Ulrike LohmannAndrey Ganopolski et al. — 2008
- 75journalClimate sensitivity estimated from temperature reconstructions of the Last Glacial MaximumSchmittner A, Urban NM, Shakun JD, Mahowald NM, Clark PU, Bartlein PJ, Mix AC, Rosell-Melé A — December 2011
- 76webWhat if global warming isn't as severe as predicted? : Climate Q&A: BlogsRebecca Lindsey — NASA Earth Observatory, part of the EOS Project Science Office, at NASA Goddard Space Flight Center — 3 August 2010
- 77journalWhy is climate sensitivity so unpredictable?Roe GH, Baker MB — October 2007
- 78webQ&A: How do climate models work?Robert McSweeney et al. — 2018-01-15
- 79journalAddressing Interdependency in a Multimodel Ensemble by Interpolation of Model PropertiesBenjamin M. Sanderson et al. — 2015
- 80journalQuantifying uncertainties in climate system properties with the use of recent climate observationsForest CE, Stone PH, Sokolov AP, Allen MR, Webster MD — January 2002
- 81journalA Less Cloudy Future: The Role of Subtropical Subsidence in Climate SensitivityFasullo JT, Trenberth KE — 2012
- 82journalGreater future global warming inferred from Earth's recent energy budgetBrown PT, Caldeira K — December 2017
- 83journalEmergent constraint on equilibrium climate sensitivity from global temperature variabilityCox PM, Huntingford C, Williamson MS — January 2018
- 84journalAssumptions for emergent constraintsBrown PT, Stolpe MB, Caldeira K — November 2018
- 85journalCox et al. replyCox PM, Williamson MS, Nijsse FJ, Huntingford C — November 2018
- 86journalEvaluating Emergent Constraints on Equilibrium Climate SensitivityCaldwell PM, Zelinka MD, Klein SA — 2018
- 87webCMIP - HistoryProgram for Climate Model Diagnosis & Intercomparison
- 88journalArrhenius and the Intergovernmental Panel on Climate ChangeAndrei G. Lapenis — 1998
- 89newsThe father of climate changeIan Sample — 2005-06-30
- 90journal2, the greenhouse effect and global warming: from the pioneering work of Arrhenius and Callendar to today's Earth System ModelsAnderson TR, Hawkins E, Jones PD — September 2016
- 91journalThermal Equilibrium of the Atmosphere with a Given Distribution of Relative HumidityManabe S, Wetherald RT — May 1967
- 92journalIn Retrospect: Half a century of robust climate modelsForster P — May 2017
- 93webThe most influential climate change papers of all timeRoz Pidcock — July 6, 2015
- 94bookCarbon Dioxide and Climate: A Scientific AssessmentAd Hoc Study Group on Carbon Dioxide and Climate — National Academy of Sciences — 1979
- 95journalClimate change. Three degrees of consensusKerr RA — August 2004
- 96bookClimate Change 2007: Working Group I: The Physical Science BasisSolomon S
- 97journalInference of Climate Sensitivity from Analysis of Earth's Energy BudgetForster PM — 2016
- 99bookClimate Change 2001: The Scientific Basis. Contribution of Working Group I to the Third Assessment Report of the Intergovernmental Panel on Climate ChangeAlbritton DL — Cambridge University Press — 2001
- 100bookIPCC Fourth Assessment Report WG1 2007Meehl GA
- 102webExplainer: How scientists estimate climate sensitivityZeke Hausfather — 2018-06-19
- 103journalThe CMIP6 landscape (Editorial)2019-09-25
- 104webNew climate models suggest Paris goals may be out of reach2020-01-14
- 105journalCauses of Higher Climate Sensitivity in CMIP6 ModelsZelinka MD, Myers TA, McCoy DT, Po-Chedley S, Caldwell PM, Ceppi P, Klein SA, Taylor KE — 2020
- 108journalShort-term tests validate long-term estimates of climate changeTim Palmer — 2020-05-26
- 109newsClimate worst-case scenarios may not go far enough, cloud data showsJonathan Watts — 2020-06-13
- 110webClimate Change Predictions Have Suddenly Gone Catastrophic. This Is WhyMaddie Bender — 2020-02-07
- 111journalNew climate models forecast a warming surgePaul Voosen — 19 April 2019
- 112journalClimate simulations: recognize the 'hot model' problemZeke Hausfather et al. — May 2022
- 113webU.N. climate panel confronts implausibly hot forecasts of future warmingPaul Voosen — 2021-07-27
- 114newsSome new climate models are projecting extreme warming. Are they correct?Jeff Berardelli — Yale University — 1 July 2020
- 115webUse of 'too hot' climate models exaggerates impacts of global warmingPaul Voosen — 4 May 2022