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Attribution of Weather and Climate Events
Abstract
Within the past decade, the attribution of extreme weather and climate events has emerged from a theoretical possibility into a subfield of climate science in its own right, providing scientific evidence on the role of anthropogenic climate change in individual extreme weather events, on a regular basis and using a range of approaches. Different approaches and thus different framings of the attribution question lead to very different assessments of the role of human-induced climate change. Although there is no right or wrong approach, the community is currently debating about the appropriate methodologies for addressing various stakeholder needs and scientific limitations. Tackling these limitations with more thorough model evaluation and meaningful bias corrections as well as going beyond the meteorological hazard and attributing the full impacts of extreme weather are the main challenges to face in the coming years.
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“Yet, an increasing literature shows how short-term events, such as storms, and medium-term events, such as droughts, are linked to anthropogenic climate change (Lehmann et al., 2018;Otto, 2017;Stott et al., 2016) and can also be used for the estimation of longer-term climatic impacts (Hsiang, 2016).”
From Improving the evidence base: A methodological review of the quantitative climate migration literature (2021) · cites this paper as Otto, 2017
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Cites
An Overview of CMIP5 and the Experiment Design
Taylor, K. E., Stouffer, R. J., & Meehl, G. A. (2012) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-11-00094.1 · Cited by 14,052
Funk, C. C., Peterson, P. J., Landsfeld, M. F., Pedreros, D. H., Verdin, J. P., Shukla, S., Husak, G. J., Rowland, J., Harrison, L., Hoell, A., et al. (2015) · Scientific Data · doi:10.1038/sdata.2015.66 · Cited by 6,789
Indices for monitoring changes in extremes based on daily temperature and precipitation data
Zhang, X., Alexander, L. V., Hegerl, G. C., Jones, P. D., Tank, A. K., Peterson, T. C., Trewin, B. C., & Zwiers, F. W. (2011) · Wiley Interdisciplinary Reviews Climate Change · doi:10.1002/wcc.147 · Cited by 2,461
Human contribution to the European heatwave of 2003
Stott, P. A., Stone, D. A., & Allen, M. R. (2004) · Nature · doi:10.1038/nature03089 · Cited by 1,735
Anthropogenic warming has increased drought risk in California
Diffenbaugh, N. S., Swain, D. L., & Touma, D. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1422385112 · Cited by 1,471
Causality: Models, Reasoning, and Inference
Shanmugam, R. (2001) · Neurocomputing · doi:10.1016/s0925-2312(01)00330-7 · Cited by 1,377
Increase of extreme events in a warming world
Rahmstorf, S., & Coumou, D. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1101766108 · Cited by 1,319
Changes in temperature and precipitation extremes in the CMIP5 ensemble
Kharin, V., Zwiers, F. W., Zhang, X., & Wehner, M. F. (2013) · Climatic Change · doi:10.1007/s10584-013-0705-8 · Cited by 1,131
Attribution of climate extreme events
Trenberth, K. E., Fasullo, J. T., & Shepherd, T. G. (2015) · Nature Climate Change · doi:10.1038/nclimate2657 · Cited by 982
Anthropogenic greenhouse gas contribution to flood risk in England and Wales in autumn 2000
Pall, P., Aina, T., Stone, D. A., Stott, P. A., Nozawa, T., Hilberts, A. G. J., Lohmann, D., & Allen, M. R. (2011) · Nature · doi:10.1038/nature09762 · Cited by 871
Attribution of extreme weather and climate‐related events
Stott, P. A., Christidis, N., Otto, F. E. L., Sun, Y., Vanderlinden, J., van Oldenborgh, G. J., Vautard, R., von Storch, H., Walton, P., Yiou, P., et al. (2016) · WIREs Climate Change · doi:10.1002/wcc.380 · Cited by 781
Self-citationWas there a basis for anticipating the 2010 Russian heat wave?
Dole, R. M., Hoerling, M. P., Perlwitz, J., Eischeid, J. K., Pegion, P. J., Zhang, T., Quan, X., Xu, T., & Murray, D. (2011) · Geophysical Research Letters · doi:10.1029/2010gl046582 · Cited by 700
Winter 2010 in Europe: A cold extreme in a warming climate
Cattiaux, J., Vautard, R., Cassou, C., Yiou, P., Masson‐Delmotte, V., & Codron, F. (2010) · Geophysical Research Letters · doi:10.1029/2010gl044613 · Cited by 571
Explaining Extreme Events of 2011 from a Climate Perspective
Peterson, T. C., Stott, P. A., & Herring, S. C. (2012) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-12-00021.1 · Cited by 489
Allen, M. R. (2003) · Nature · doi:10.1038/421891a · Cited by 481
Alexander, L. V. (2015) · Weather and Climate Extremes · doi:10.1016/j.wace.2015.10.007 · Cited by 478
Detection and Attribution of Twentieth-Century Northern and Southern African Rainfall Change
Hoerling, M. P., Hurrell, J. W., Eischeid, J. K., & Phillips, A. S. (2006) · Journal of Climate · doi:10.1175/jcli3842.1 · Cited by 472
Reconciling two approaches to attribution of the 2010 Russian heat wave
Otto, F. E. L., Massey, N., van Oldenborgh, G. J., Jones, R. G., & Allen, M. R. (2012) · Geophysical Research Letters · doi:10.1029/2011gl050422 · Cited by 461
Self-citationCauses of the 2011–14 California Drought*
Seager, R., Hoerling, M. P., Schubert, S. D., Wang, H., Lyon, B., Kumar, A., Nakamura, J., & Henderson, N. (2015) · Journal of Climate · doi:10.1175/jcli-d-14-00860.1 · Cited by 389
Estimating Changes in Global Temperature since the Preindustrial Period
Hawkins, E., Ortega, P., Suckling, E. B., Schurer, A., Hegerl, G. C., Jones, P. D., Joshi, M., Osborn, T. J., Masson‐Delmotte, V., Mignot, J., et al. (2017) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-16-0007.1 · Cited by 337
Human influence on climate in the 2014 southern England winter floods and their impacts
Schaller, N., Kay, A. L., Lamb, R., Massey, N., van Oldenborgh, G. J., Otto, F. E. L., Sparrow, S., Vautard, R., Yiou, P., Ashpole, I., et al. (2016) · Nature Climate Change · doi:10.1038/nclimate2927 · Cited by 323
Self-citationEnergy budget constraints on climate response
Otto, A., Otto, F. E. L., Boucher, O., Church, J. A., Hegerl, G., Forster, P. M. D. F., Gillett, N. P., Gregory, J. M., Johnson, G. C., Knutti, R., et al. (2013) · Nature Geoscience · doi:10.1038/ngeo1836 · Cited by 322
Self-citationA Common Framework for Approaches to Extreme Event Attribution
Shepherd, T. G. (2016) · Current Climate Change Reports · doi:10.1007/s40641-016-0033-y · Cited by 312
Hoerling, M. P., Kumar, A., Dole, R. M., Nielsen‐Gammon, J. W., Eischeid, J. K., Perlwitz, J., Quan, X., Zhang, T., Pegion, P. J., & Chen, M. (2012) · Journal of Climate · doi:10.1175/jcli-d-12-00270.1 · Cited by 307
Attribution of Extreme Weather Events in the Context of Climate Change
Stott, P. A., Christidis, N., Otto, F. E. L., Sun, Y., Vanderlinden, J., van Oldenborgh, G. J., Vautard, R., von STORCH, H., Walton, P., Yiou, P., et al. (2016) · HAL · doi:10.17226/21852 · Cited by 266
Self-citationDetection and attribution of climate extremes in the observed record
Easterling, D. R., Kunkel, K. E., Wehner, M. F., & Sun, L. (2016) · Weather and Climate Extremes · doi:10.1016/j.wace.2016.01.001 · Cited by 218
van der Wiel, K., Kapnick, S., van Oldenborgh, G. J., Whan, K., Philip, S. Y., Vecchi, G. A., Singh, R. K., Arrighi, J., & Cullen, H. M. (2017) · Hydrology and earth system sciences · doi:10.5194/hess-21-897-2017 · Cited by 202
Anthropogenic contributions to Australia's record summer temperatures of 2013
Lewis, S. C., & Karoly, D. J. (2013) · Geophysical Research Letters · doi:10.1002/grl.50673 · Cited by 199
Massey, N., Jones, R., Otto, F. E. L., Aina, T., Wilson, S., Murphy, J. M., Hassell, D., Yamazaki, Y. H., & Allen, M. R. (2014) · Quarterly Journal of the Royal Meteorological Society · doi:10.1002/qj.2455 · Cited by 197
Self-citationCausal Counterfactual Theory for the Attribution of Weather and Climate-Related Events
Hannart, A., Pearl, J., Otto, F. E. L., Naveau, P., & Ghil, M. (2015) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-14-00034.1 · Cited by 195
Self-citationThe End-to-End Attribution Problem: From Emissions to Impacts
Stone, D. A., & Allen, M. R. (2005) · Climatic Change · doi:10.1007/s10584-005-6778-2 · Cited by 159
Crucial role of Black Sea warming in amplifying the 2012 Krymsk precipitation extreme
Meredith, E. P., Семенов, В. А., Maraun, D., Park, W., & Chernokulsky, А. V. (2015) · Nature Geoscience · doi:10.1038/ngeo2483 · Cited by 158
Assessing the observed impact of anthropogenic climate change
Hansen, G., & Stone, D. (2016) · Nature Climate Change · doi:10.1038/nclimate2896 · Cited by 139
Otto, F. E. L., van Oldenborgh, G. J., Eden, J., Stott, P. A., Karoly, D. J., & Allen, M. R. (2016) · Nature Climate Change · doi:10.1038/nclimate3089 · Cited by 135
Self-citationPerspectives on the causes of exceptionally low 2015 snowpack in the western United States
Mote, P. W., Rupp, D. E., Li, S., Sharp, D., Otto, F. E. L., Uhe, P. F., Xiao, M., Lettenmaier, D. P., Cullen, H. M., & Allen, M. R. (2016) · Geophysical Research Letters · doi:10.1002/2016gl069965 · Cited by 134
Self-citationFactors Other Than Climate Change, Main Drivers of 2014/15 Water Shortage in Southeast Brazil
Otto, F. E. L., Haustein, K., Uhe, P. F., Coelho, C. A. S., Aravéquia, J. A., Almeida, W., King, A. D., de Perez, E. C., Wada, Y., van Oldenborgh, G. J., et al. (2015) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-15-00120.1 · Cited by 130
Self-citationAttribution of human-induced dynamical and thermodynamical contributions in extreme weather events
Vautard, R., Yiou, P., Otto, F. E. L., Stott, P. A., Christidis, N., van Oldenborgh, G. J., & Schaller, N. (2016) · Environmental Research Letters · doi:10.1088/1748-9326/11/11/114009 · Cited by 119
Self-citationOtto, F. E. L., Boyd, E., Jones, R., Cornforth, R., James, R., Parker, H. R., & Allen, M. R. (2015) · Climatic Change · doi:10.1007/s10584-015-1432-0 · Cited by 118
Self-citationA novel bias correction methodology for climate impact simulations
Sippel, S., Otto, F. E. L., Forkel, M., Allen, M. R., Guillod, B. P., Heimann, M., Reichstein, M., Seneviratne, S. I., Thonicke, K., & Mahecha, M. D. (2016) · Earth System Dynamics · doi:10.5194/esd-7-71-2016 · Cited by 91
Self-citationHuggel, C., Stone, D. A., Auffhammer, M., & Hansen, G. (2013) · Nature Climate Change · doi:10.1038/nclimate1961 · Cited by 88
Kay, A. L., Crooks, S. M., Pall, P., & Stone, D. A. (2011) · Journal of Hydrology · doi:10.1016/j.jhydrol.2011.06.006 · Cited by 79
Otto, F. E. L. (2016) · Nature Climate Change · doi:10.1038/nclimate2971 · Cited by 78
Self-citationSippel, S., & Otto, F. E. L. (2014) · Climatic Change · doi:10.1007/s10584-014-1153-9 · Cited by 74
Self-citationA statistical framework for conditional extreme event attribution
Yiou, P., Jézéquel, A., Naveau, P., Otto, F. E. L., Vautard, R., & Vrac, M. (2017) · Advances in statistical climatology, meteorology and oceanography · doi:10.5194/ascmo-3-17-2017 · Cited by 71
Self-citationAttribution of the record high Central England temperature of 2014 to anthropogenic influences
King, A. D., van Oldenborgh, G. J., Karoly, D. J., Lewis, S. C., & Cullen, H. M. (2015) · Environmental Research Letters · doi:10.1088/1748-9326/10/5/054002 · Cited by 67
Dong, B., Sutton, R. T., Shaffrey, L., & Wilcox, L. J. (2016) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-16-0140.1 · Cited by 64
Sippel, S., Mitchell, D., Black, M., Dittus, A. J., Harrington, L. J., Schaller, N., & Otto, F. E. L. (2015) · Weather and Climate Extremes · doi:10.1016/j.wace.2015.06.004 · Cited by 64
Self-citationHow unusual was autumn 2006 in Europe?
van Oldenborgh, G. J. (2007) · Climate of the past · doi:10.5194/cp-3-659-2007 · Cited by 58
Murakami, H., Vecchi, G. A., Delworth, T. L., Paffendorf, K., Jia, L., Gudgel, R., & Zeng, F. (2015) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-15-00119.1 · Cited by 51
van Oldenborgh, G. J., Philip, S. Y., Aalbers, E., Vautard, R., Otto, F. E. L., Haustein, K., Florence Habets, L., Singh, R., & Cullen, H. M. (2016) · doi:10.5194/hess-2016-308 · Cited by 50
Self-citationReal-time extreme weather event attribution with forecast seasonal SSTs
Haustein, K., Otto, F. E. L., Uhe, P. F., Schaller, N., Allen, M. R., Hermanson, L., Christidis, N., McLean, P., & Cullen, H. M. (2016) · Environmental Research Letters · doi:10.1088/1748-9326/11/6/064006 · Cited by 50
Self-citationDADA: data assimilation for the detection and attribution of weather and climate-related events
Hannart, A., Carrassi, A., Bocquet, M., Ghil, M., Naveau, P., Pulido, M., Ruiz, J. J., & Tandeo, P. (2016) · Climatic Change · doi:10.1007/s10584-016-1595-3 · Cited by 47
Using a Game to Engage Stakeholders in Extreme Event Attribution Science
Parker, H. R., Cornforth, R., Suárez, P., Allen, M. R., Boyd, E., James, R., Jones, R., Otto, F. E. L., & Walton, P. (2016) · International Journal of Disaster Risk Science · doi:10.1007/s13753-016-0105-6 · Cited by 45
Self-citationThe Role of Anthropogenic Warming in 2015 Central European Heat Waves
Sippel, S., Otto, F. E. L., Flach, M., & van Oldenborgh, G. J. (2016) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-16-0150.1 · Cited by 43
Self-citationAttribution of climate-related events: understanding stakeholder needs
Stott, P. A., & Walton, P. (2013) · Weather · doi:10.1002/wea.2141 · Cited by 39
Bergaoui, K., Mitchell, D., Otto, F. E. L., Allen, M. R., Zaaboul, R., & McDonnell, R. A. (2015) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-15-00129.1 · Cited by 38
Self-citationTHE HEAVY PRECIPITATION EVENT OF MAY-JUNE 2013 IN THE UPPER DANUBE AND ELBE BASINS
Schaller, N., Otto, F., van Oldenborgh, G. J., Massey, N., Sparrow, S., & Allen (2014) · Bulletin of the American Meteorological Society · Cited by 34
Self-citationHuman Influences on Heat-Related Health Indicators During the 2015 Egyptian Heat Wave
Mitchell, D. (2016) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-16-0132.1 · Cited by 30
Solow, A. R. (2015) · Science · doi:10.1126/science.aad2132 · Cited by 21
Underwood, S. J., & Schultz, M. D. (2004) · Journal of Hydrometeorology · doi:10.1175/1525-7541(2004)005 · Cited by 12
Research works printed but not linked: 9
- Houghton JT, 1995, Climate Change 1995: The Physical Science Basis. Contribution of Working Group I to the Second Assessment Report of the Intergovernmental Panel on Climate Change
- 12. Otto FEL, Coleho CAS, King A, Coughlan de Perez E, Wada Y, et al. 2015. Water shortage in southeast Brazil. See Ref. 64, pp. S35–40 · DOI
- Flato G, 2013, Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, ed, 741
- Bindoff NL, 2013, Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, 867
- Peterson TC, 2014, Explaining Extreme Events of 2013: From a Climate Perspective. Bull. Am. Meteorol. Soc., 94, S1
- Herring SC, 2014, Explaining Extreme Events of 2013: From a Climate Perspective. Spec. Suppl. Bull. Am. Meteorol. Soc., 95, S1
- Herring SC, 2015, Explaining Extreme Events of 2014: From a Climate Perspective. Spec. Suppl. Bull. Am. Meteorol. Soc., 96, S1
- Herring SC, 2016, Explaining Extreme Events of 2015 from a Climate Perspective. Bull. Am. Meteorol. Soc., 97, S1
- Cramer W, 2014, Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part A: Global and Sectoral Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, 979
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Metadata
- Authors
- Otto, F. E. L.
- Affiliations
- University of Oxford (GB)
- Corresponding author
- Otto, Friederike E.L.
- Venue
- Annual Review of Environment and Resources
- Publisher
- Annual Reviews
- Published
- 2017-10-17
- Volume
- 42
- Issue
- 1
- Pages
- 627-646
- ISSN
- 1543-5938 (ISSN-L)
- 1545-2050
- OpenAlex
- W2727924148
- Cited by
- 209
- References
- 61
- Citations by year
- 2026: 25 · 2025: 18 · 2024: 31 · 2023: 31 · 2022: 29 · 2021: 34 · 2020: 26 · 2019: 6 · 2018: 8 · 2017: 1
- FWCI
- 1.09
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Annual Review of Environment and Resources (publishedVersion)
- Topics
- Physical Sciences › Environmental Science › Global and Planetary Change › Climate variability and models
- Physical Sciences › Environmental Science › Global and Planetary Change › Climate Change and Environmental Impact
- Physical Sciences › Earth and Planetary Sciences › Atmospheric Science › Meteorological Phenomena and Simulations
- Keywords
- climate change attribution, anthropogenic climate change, climate model evaluation, bias correction, stakeholder needs
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