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Risk assessment across DRR
and CCA communities:
opportunities and gaps
Jaroslav Mysiak,
Euro-Mediterranean Centre on
Climate Change (CMCC), and
Fondazione Eni Enrico Mattei (FEEM)
Joint Expert Meeting
on Disaster Loss Data
26-28 October 2016
Placard
Platform for climate adaptation
and risk reduction. H2020 CSA,
2015-2010
- Facilitate multi-stakeholder
dialogues and consultations
- Establish a network of networks
- Explore gaps and challenges in
research, policymaking and practice
- Support to the development and
implementation of evidence-based
and innovative policies
http://www.placard-network.eu/
How can foresight help to reduce vulnerability to
climate-related hazards? Vienna, 24-
25/10/2016
Exploring the potential of ecosystem based
approaches – Ecosystem based Adaptation (EbA)
and Ecosystem based Disaster Risk Reduction
(Eco-DRR). Adaptation Futures Conference,
11/05/2016
Climate extremes and economic derail - Impacts
of extreme weather and climate-related events
on regional and national economies.
Understanding Risk Forum, Venice,
17/05/2016 2016
Learning across communities of practice: risk
assessment for disaster risk reduction and
climate risk management. Understanding Risk
Forum, Venice 17/05/2016
Connecting CCA & DRR – priorities &
opportunities in Europe. Brussels 19/04/2016
Climate (variability and change) risk
assessment
serves different purposes
[1] Effectiveness and efficiency of reducing and financing disaster risk, and
adapting to changing climate. Informs a variety of public and private choices
(e.g. cost recovery of water/environmental services).
[2] Guiding risk-sensitive development, social protection systems, economic
cohesion and solidarity, (climate justice and liability).
[3] Fostering climate, meteorological and hydrological services and market.
Ot at least exploiting the value unleashed by Copernicus Earth observation
program and climate change services (C3S).
[4] Micro- and macro-prudential regulation, economic policy coordination
and internal security.
Better understanding of climate risks has economic and financial value, and
hence market. The challenge is how to harness this potential for the Sendai
Framework for DRR.
Advancements in CRA for climate adaptation
- High performance computing has enabled new generation of climate
models that are better capable of simulating climate extremes [e.g.
Alexander 2016, Hay et al. 2016, Heim Jr. 2015]. Robust estimates are
possible also for longer period return values.
- Multi-model ensembles with high spatial resolution capable of exploring
model uncertainty and better inform public policy choices [e.g. Ciscar et al.
2014, Forzieri et al., 2014, Jacob et al., 2014, Prudhomme et al., 2014,
Roudier et al. 2016].
- Detection and attribution more reliable when based consistent evidence
from observations and numerical models capable of replicating the event
e.g. Brown, 2016, Easterling et al. 2016, NAS 2016, Sarojini et al. 2016,
Stott et al., 2016].
- Near-term (multi-year to decadal) predictions reliability [e.g. Doblas-
Reyes et al., 2013; van den Hurk et al., 2016; Meehl et al., 2013]. Grand
challenge of WCRP.
Advancements in CRA for DRR
- Improved modelling capability, including multi-hazard assessment,
empirical corroboration of damage models, impact propagation
through networks, stress testing of critical infrastructure components.
Improved availability of hazard data (e.g. flood hazard and risk prone
areas) [e.g. Domeneghetti et al., 2015, Kellermann et al., 2015, Notaro et
al., 2014, Rose and Wei, 2013, Ward et al., 2014]
- High resolution exposure data including population, gross added value,
gross domestic/regional product, buildings, infrastructure, industrial
facilities [e.g. Amadio et al., 2016, Figueiredo and Martina, 2016]
- Better record of existing risk mitigation measures [e.g. Jongman et al.,
2012, Ward et al., 2015]
- Working in partnerships [e.g. typology of public-private and public-public
partnerships in Mysiak et al 2016].
Economic assessment of climate risk
- Economic damage and losses caused by natural hazards in Europe are
driven by small number of highly damaging events (70% of damage
caused by 3% of events) [EEA 2015].
- Hazard interdependencies and correlated loss probabilities critical for
designing robust insurance schemes [e.g. Jongman et al 2014, 2015].
Vulnerability a key hazard variability explains a minor part of the
observed variation in the recorded damage.
- Expected sequence or chain of events, amplifiers, interdependencies and
spillovers, speed of recovery and distribution of impacts important for
understanding fiscal impacts [e.g. Carrera et al 2016, Koks et al 2016].
- Natural hazard risk relevant for governments’ debt sustainability. Marginal
changes in nominal GDP growth and interest rates may lead to much
higher debt-to-GDP ratio than the one projected as a baseline [e.g. S&P,
2013, EC 2016].
Economic assessment of climate risk (2)
Flood risk in the area of the port of
Rotterdam [Nicolai et al 2015]
Impact of 1:200 year flood on regional
economy in Emilia Romagna and other
regions in IT [Mysiak et al 2015]
Gaps and opportunities
Monitoring of disaster impacts is important but alone not sufficient. Recorded
losses should be complemented by hazard simulations and model-based
losses, improved exposure data and better understanding of the multiple
vulnerabilities. Transparency a key.
Engagement of national statistical offices (NSOs) and national meteorological
and hydrological services (NMHS) – data standardisation, quality assurance,
and accessibility.
Open data and reuse of public sector information (PSI) have a role to play.
Additional data sources notified or granted state aid, climate risk disclosure,
solidarity aid, EU CPM multi-hazard assessments, etc.
Further improvements in CRA from behavioural studies (risk perception and
risky choices); better understanding of ecosystem services (and their
decline) attenuating disaster risk; advanced statistical methods; better
incorporation of high resolution exposure data; empirical records of speed
of recovery, and wider social impacts.
Gaps and opportunities (cont.)
Monitoring of progress made under the SFDRR in Europe can be integrated
with more ambitious (EU/OECD) goals (e.g. OECD recommendation on
disaster risk financing strategies). Better understanding of the full economic
costs of disasters in the increasingly interconnected economies should be a
part these efforts.
Ecosystem-based approaches may be cost-effective, have certain co-benefits,
and may become increasingly valuable in the face of more frequent and/or
severe extreme events.
Public-private partnerships - role models for a join bearing of responsibilities
and efficient risk-sharing, intentional of increasing insurance coverage and
penetration, and guaranteeing a strong financial backing in view of uncertain
tail distributions of risk.
Advancement in CRA for DRR-CCA can contribute to improving integrated
assessment models IAMs (e.g. damage functions).
Thank you for your attention!
jaroslav.mysiak@cmcc.it
The research reported here was conducted with financial contribution from
the European Union, the H2020 under the Grant Agreement no. 653255, and
the FP7 under the Grant Agreement no. 308438
visit www.placard-network.eu
and enhanceproject.eu
for more information and reports
References
Alexander, L. V: Global observed long-term changes in temperature and precipitation extremes: A review of
progress and limitations in IPCC assessments and beyond, Weather Clim. Extrem., 11, 4–16,
doi:http://dx.doi.org/10.1016/j.wace.2015.10.007, 2016.
Amadio, M., Mysiak, J., Carrera, L. and Koks, E.: Improving flood damage assessment models in Italy, Nat.
Hazard, online 23 , doi:DOI 10.1007/s11069-016-2286-0, 2016.
Brown, A.: Attribution: Heatwave mortality, Nat. Clim. Chang., 6(9), 821 [online] Available from:
http://dx.doi.org/10.1038/nclimate3117, 2016.
Ciscar, J.-C., Feyen, L., Soria, A., Lavalle, C., Raes, F., Perry, M., Nemry, F., Demirel, H., Rozsai, M., Dosio, A.,
Donatelli, M., Srivastava, Amit Kumar Fumagalli, Davide Niemeyer, Stefan Shrestha, S., Ciaian, P., Himics, M., Van
Doorslaer, Benjamin Barrios, S., Ibáñez, N., Forzieri, G., Rojas, R., Bianchi, A., Dowling, P., Camia, A., Libertà, G.,
San-Miguel-Ayanz, Jesús de Rigo, D., Caudullo, G., Barredo, J.-I., Paci, D., Pycroft, Jonathan Saveyn, B., Van
Regemorter, Denise Revesz, T., Vandyck, T., Vrontisi, Z., Baranzelli, Claudia Vandecasteele, I., Batista e Silva, F.
and Ibarreta, D.: Climate Impacts in Europe - The JRC PESETA II Project. Published in: EUR – Scientific and
Technical Research , Vol. 26586, (2014):, 2014.
Doblas-Reyes, F. J., Andreu-Burillo, I., Chikamoto, Y., García-Serrano, J., Guemas, V., Kimoto, M., Mochizuki, T.,
Rodrigues, L. R. L. and van Oldenborgh, G. J.: Initialized near-term regional climate change prediction, Nat.
Commun., 4, 1715 [online] Available from: http://dx.doi.org/10.1038/ncomms2704, 2013.
Domeneghetti, A., Carisi, F., Castellarin, A. and Brath, A.: Evolution of flood risk over large areas: Quantitative
assessment for the Po river, J. Hydrol., 527, 809–823, doi:http://dx.doi.org/10.1016/j.jhydrol.2015.05.043,
2015.
Easterling, D. R., Kunkel, K. E., Wehner, M. F. and Sun, L.: Detection and attribution of climate extremes in the
observed record, Weather Clim. Extrem., 11, 17–27, doi:http://dx.doi.org/10.1016/j.wace.2016.01.001, 2016.
References (cont.)
Figueiredo, R. and Martina, M.: Using open building data in the development of exposure data sets for
catastrophe risk modelling, Nat. Hazards Earth Syst. Sci., 16(2), 417–429, doi:10.5194/nhess-16-417-2016,
2016.
Forzieri, G., Feyen, L., Rojas, R., Flörke, M., Wimmer, F. and Bianchi, A.: Ensemble projections of future
streamflow droughts in {Europe}, Hydrol. Earth Syst. Sci., 18(1), 85–108, doi:10.5194/hess-18-85-2014, 2014.
Hay, J. E., Easterling, D., Ebi, K. L., Kitoh, A. and Parry, M.: Conclusion to the special issue: Observed and
projected changes in weather and climate extremes, Weather Clim. Extrem., 11, 103–105,
doi:http://dx.doi.org/10.1016/j.wace.2015.11.002, 2016.
Heim Jr., R. R.: An overview of weather and climate extremes – Products and trends, Weather Clim. Extrem., 10,
Part B, 1–9, doi:http://dx.doi.org/10.1016/j.wace.2015.11.001, 2015.
van den Hurk, B. J. J. M., Bouwer, L. M., Buontempo, C., Döscher, R., Ercin, E., Hananel, C., Hunink, J. E., Kjellström,
E., Klein, B., Manez, M., Pappenberger, F., Pouget, L., Ramos, M.-H., Ward, P. J., Weerts, A. H. and Wijngaard, J. B.:
Improving predictions and management of hydrological extremes through climate services: www.imprex.eu,
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Georgievski, G., Georgopoulou, E., Gobiet, A., Menut, L., Nikulin, G., Haensler, A., Hempelmann, N., Jones, C.,
Keuler, K., Kovats, S., Kröner, N., Kotlarski, S., Kriegsmann, A., Martin, E., van Meijgaard, E., Moseley, C., Pfeifer, S.,
Preuschmann, S., Radermacher, C., Radtke, K., Rechid, D., Rounsevell, M., Samuelsson, P., Somot, S., Soussana, J.-
F., Teichmann, C., Valentini, R., Vautard, R., Weber, B. and Yiou, P.: EURO-CORDEX: new high-resolution climate
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013-0499-2, 2014.
Jongman, B., Ward, P. J. and Aerts, J. C. J. H.: Global exposure to river and coastal flooding: Long term trends and
changes, Glob. Environ. Chang. Policy Dimens., 22, 823–835, doi:10.1016/j.gloenvcha.2012.07.004, 2012.
References (cont.)
Kellermann, P., Schöbel, A., Kundela, G. and Thieken, A. H.: Estimating flood damage to railway infrastructure –
the case study of the March River flood in 2006 at the Austrian Northern Railway, Nat. Hazards Earth Syst. Sci.,
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Meehl, G. A., Goddard, L., Boer, G., Burgman, R., Branstator, G., Cassou, C., Corti, S., Danabasoglu, G., Doblas-
Reyes, F., Hawkins, E., Karspeck, A., Kimoto, M., Kumar, A., Matei, D., Mignot, J., Msadek, R., Navarra, A.,
Pohlmann, H., Rienecker, M., Rosati, T., Schneider, E., Smith, D., Sutton, R., Teng, H., van Oldenborgh, G. J., Vecchi,
G. and Yeager, S.: Decadal Climate Prediction: An Update from the Trenches, Bull. Am. Meteorol. Soc., 95(2),
243–267, doi:10.1175/BAMS-D-12-00241.1, 2013.
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Functions on Urban Flood Damage Appraisal, Procedia Eng., 70, 1251–1260,
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Prudhomme, C., Giuntoli, I., Robinson, E. L., Clark, D. B., Arnell, N. W., Dankers, R., Fekete, B. M., Franssen, W.,
Gerten, D., Gosling, S. N., Hagemann, S., Hannah, D. M., Kim, H., Masaki, Y., Satoh, Y., Stacke, T., Wada, Y. and
Wisser, D.: Hydrological droughts in the 21st century, hotspots and uncertainties from a global multimodel
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Sarojini, B. B., Stott, P. A. and Black, E.: Detection and attribution of human influence on regional precipitation,
Nat. Clim. Chang., 6(7), 669–675 [online] Available from: http://dx.doi.org/10.1038/nclimate2976, 2016.
Stott, P. A., Christidis, N., Otto, F. E. L., Sun, Y., Vanderlinden, J.-P., van Oldenborgh, G. J., Vautard, R., von Storch,
H., Walton, P., Yiou, P. and Zwiers, F. W.: Attribution of extreme weather and climate-related events, Wiley
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Ward, P. J., van Pelt, S. C., de Keizer, O., Aerts, J. C. J. H., Beersma, J. J., van den Hurk, B. J. J. M. and te Linde, A. H.:
Including climate change projections in probabilistic flood risk assessment, J. Flood Risk Manag., 7(2), 141–
151, doi:10.1111/jfr3.12029, 2014.
Ward, P. J., Jongman, B., Salamon, P., Simpson, A., Bates, P., De Groeve, T., Muis, S., de Perez, E. C., Rudari, R., Trigg,
M. A. and others: Usefulness and limitations of global flood risk models, Nat. Clim. Chang., 5(8), 712–715, 2015.
.
Disaster risk and insurance in Europe
Convergence regions (2007-2013,
left) and less developed regions
(2014-2020, right) of the Cohesion
Policy (CP).
Share of insured
out of total disaster
losses 1980-2013.
Based on data from
MR NatCatService
Differentiated impacts on competitiveness
Distribution of past (1980-2013)
flood damage across European
regions (NUTS2), as percentage
of European average.
Current and future climate risk further exacerbate regional
differences and undermine economic, social and territorial cohesion
across Europe.
Relative changes of the real
GDP across European regions
between 2002-2011, result of
economic and financial crisis.
0
10,000
20,000
30,000
40,000
50,000
60,000
70,000
80,000
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
2004
2006
2008
2010
2012
MillionEuro
Loss deflated and adjusted to wealth increase
Loss deflated
00,000
05,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
2004
2006
2008
2010
2012
MillionEuro
Insured
Not insured
Distribution of deflated losses (million
Euro in 2013 values)
Adjusted for wealth increase
0
5,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
2004
2006
2008
2010
2012
MillionEuro
type D
type C
type B
By category of events. B: Meteo, C: Hydro, D:
Clima. [Mysiak J., Carrera L., Vanneuville W,
2014]
0
10
20
30
40
50
60
70
80
90
100
0
5,000
10,000
15,000
20,000
25,000
30,000
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
2004
2006
2008
2010
2012
Nr.events
MillionEuro
Flood Losses: 40% or around 160
billion Euro
Europe’s exposure to climate risks
Ecosystems and disaster risks
a) Simplified natural asset - benefits relation,
based on Mace et al. (2015) modified
b) Economic framework for ESS provision,
based on Fisher et al. (2008) but modified
c) Financial flows and distribution, based on
(World Economic Forum, 2011) but modified
d) Effects of risk-mitigating ESS on exceedance
curve

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Risk assessment across DRR and CCA communities: opportunities and gaps - Jaroslav Mysiak CMCC & FEEM

  • 1. Risk assessment across DRR and CCA communities: opportunities and gaps Jaroslav Mysiak, Euro-Mediterranean Centre on Climate Change (CMCC), and Fondazione Eni Enrico Mattei (FEEM) Joint Expert Meeting on Disaster Loss Data 26-28 October 2016
  • 2. Placard Platform for climate adaptation and risk reduction. H2020 CSA, 2015-2010 - Facilitate multi-stakeholder dialogues and consultations - Establish a network of networks - Explore gaps and challenges in research, policymaking and practice - Support to the development and implementation of evidence-based and innovative policies http://www.placard-network.eu/ How can foresight help to reduce vulnerability to climate-related hazards? Vienna, 24- 25/10/2016 Exploring the potential of ecosystem based approaches – Ecosystem based Adaptation (EbA) and Ecosystem based Disaster Risk Reduction (Eco-DRR). Adaptation Futures Conference, 11/05/2016 Climate extremes and economic derail - Impacts of extreme weather and climate-related events on regional and national economies. Understanding Risk Forum, Venice, 17/05/2016 2016 Learning across communities of practice: risk assessment for disaster risk reduction and climate risk management. Understanding Risk Forum, Venice 17/05/2016 Connecting CCA & DRR – priorities & opportunities in Europe. Brussels 19/04/2016
  • 3. Climate (variability and change) risk assessment serves different purposes [1] Effectiveness and efficiency of reducing and financing disaster risk, and adapting to changing climate. Informs a variety of public and private choices (e.g. cost recovery of water/environmental services). [2] Guiding risk-sensitive development, social protection systems, economic cohesion and solidarity, (climate justice and liability). [3] Fostering climate, meteorological and hydrological services and market. Ot at least exploiting the value unleashed by Copernicus Earth observation program and climate change services (C3S). [4] Micro- and macro-prudential regulation, economic policy coordination and internal security. Better understanding of climate risks has economic and financial value, and hence market. The challenge is how to harness this potential for the Sendai Framework for DRR.
  • 4. Advancements in CRA for climate adaptation - High performance computing has enabled new generation of climate models that are better capable of simulating climate extremes [e.g. Alexander 2016, Hay et al. 2016, Heim Jr. 2015]. Robust estimates are possible also for longer period return values. - Multi-model ensembles with high spatial resolution capable of exploring model uncertainty and better inform public policy choices [e.g. Ciscar et al. 2014, Forzieri et al., 2014, Jacob et al., 2014, Prudhomme et al., 2014, Roudier et al. 2016]. - Detection and attribution more reliable when based consistent evidence from observations and numerical models capable of replicating the event e.g. Brown, 2016, Easterling et al. 2016, NAS 2016, Sarojini et al. 2016, Stott et al., 2016]. - Near-term (multi-year to decadal) predictions reliability [e.g. Doblas- Reyes et al., 2013; van den Hurk et al., 2016; Meehl et al., 2013]. Grand challenge of WCRP.
  • 5. Advancements in CRA for DRR - Improved modelling capability, including multi-hazard assessment, empirical corroboration of damage models, impact propagation through networks, stress testing of critical infrastructure components. Improved availability of hazard data (e.g. flood hazard and risk prone areas) [e.g. Domeneghetti et al., 2015, Kellermann et al., 2015, Notaro et al., 2014, Rose and Wei, 2013, Ward et al., 2014] - High resolution exposure data including population, gross added value, gross domestic/regional product, buildings, infrastructure, industrial facilities [e.g. Amadio et al., 2016, Figueiredo and Martina, 2016] - Better record of existing risk mitigation measures [e.g. Jongman et al., 2012, Ward et al., 2015] - Working in partnerships [e.g. typology of public-private and public-public partnerships in Mysiak et al 2016].
  • 6. Economic assessment of climate risk - Economic damage and losses caused by natural hazards in Europe are driven by small number of highly damaging events (70% of damage caused by 3% of events) [EEA 2015]. - Hazard interdependencies and correlated loss probabilities critical for designing robust insurance schemes [e.g. Jongman et al 2014, 2015]. Vulnerability a key hazard variability explains a minor part of the observed variation in the recorded damage. - Expected sequence or chain of events, amplifiers, interdependencies and spillovers, speed of recovery and distribution of impacts important for understanding fiscal impacts [e.g. Carrera et al 2016, Koks et al 2016]. - Natural hazard risk relevant for governments’ debt sustainability. Marginal changes in nominal GDP growth and interest rates may lead to much higher debt-to-GDP ratio than the one projected as a baseline [e.g. S&P, 2013, EC 2016].
  • 7. Economic assessment of climate risk (2) Flood risk in the area of the port of Rotterdam [Nicolai et al 2015] Impact of 1:200 year flood on regional economy in Emilia Romagna and other regions in IT [Mysiak et al 2015]
  • 8. Gaps and opportunities Monitoring of disaster impacts is important but alone not sufficient. Recorded losses should be complemented by hazard simulations and model-based losses, improved exposure data and better understanding of the multiple vulnerabilities. Transparency a key. Engagement of national statistical offices (NSOs) and national meteorological and hydrological services (NMHS) – data standardisation, quality assurance, and accessibility. Open data and reuse of public sector information (PSI) have a role to play. Additional data sources notified or granted state aid, climate risk disclosure, solidarity aid, EU CPM multi-hazard assessments, etc. Further improvements in CRA from behavioural studies (risk perception and risky choices); better understanding of ecosystem services (and their decline) attenuating disaster risk; advanced statistical methods; better incorporation of high resolution exposure data; empirical records of speed of recovery, and wider social impacts.
  • 9. Gaps and opportunities (cont.) Monitoring of progress made under the SFDRR in Europe can be integrated with more ambitious (EU/OECD) goals (e.g. OECD recommendation on disaster risk financing strategies). Better understanding of the full economic costs of disasters in the increasingly interconnected economies should be a part these efforts. Ecosystem-based approaches may be cost-effective, have certain co-benefits, and may become increasingly valuable in the face of more frequent and/or severe extreme events. Public-private partnerships - role models for a join bearing of responsibilities and efficient risk-sharing, intentional of increasing insurance coverage and penetration, and guaranteeing a strong financial backing in view of uncertain tail distributions of risk. Advancement in CRA for DRR-CCA can contribute to improving integrated assessment models IAMs (e.g. damage functions).
  • 10. Thank you for your attention! jaroslav.mysiak@cmcc.it The research reported here was conducted with financial contribution from the European Union, the H2020 under the Grant Agreement no. 653255, and the FP7 under the Grant Agreement no. 308438 visit www.placard-network.eu and enhanceproject.eu for more information and reports
  • 11. References Alexander, L. V: Global observed long-term changes in temperature and precipitation extremes: A review of progress and limitations in IPCC assessments and beyond, Weather Clim. Extrem., 11, 4–16, doi:http://dx.doi.org/10.1016/j.wace.2015.10.007, 2016. Amadio, M., Mysiak, J., Carrera, L. and Koks, E.: Improving flood damage assessment models in Italy, Nat. Hazard, online 23 , doi:DOI 10.1007/s11069-016-2286-0, 2016. Brown, A.: Attribution: Heatwave mortality, Nat. Clim. Chang., 6(9), 821 [online] Available from: http://dx.doi.org/10.1038/nclimate3117, 2016. Ciscar, J.-C., Feyen, L., Soria, A., Lavalle, C., Raes, F., Perry, M., Nemry, F., Demirel, H., Rozsai, M., Dosio, A., Donatelli, M., Srivastava, Amit Kumar Fumagalli, Davide Niemeyer, Stefan Shrestha, S., Ciaian, P., Himics, M., Van Doorslaer, Benjamin Barrios, S., Ibáñez, N., Forzieri, G., Rojas, R., Bianchi, A., Dowling, P., Camia, A., Libertà, G., San-Miguel-Ayanz, Jesús de Rigo, D., Caudullo, G., Barredo, J.-I., Paci, D., Pycroft, Jonathan Saveyn, B., Van Regemorter, Denise Revesz, T., Vandyck, T., Vrontisi, Z., Baranzelli, Claudia Vandecasteele, I., Batista e Silva, F. and Ibarreta, D.: Climate Impacts in Europe - The JRC PESETA II Project. Published in: EUR – Scientific and Technical Research , Vol. 26586, (2014):, 2014. Doblas-Reyes, F. J., Andreu-Burillo, I., Chikamoto, Y., García-Serrano, J., Guemas, V., Kimoto, M., Mochizuki, T., Rodrigues, L. R. L. and van Oldenborgh, G. J.: Initialized near-term regional climate change prediction, Nat. Commun., 4, 1715 [online] Available from: http://dx.doi.org/10.1038/ncomms2704, 2013. Domeneghetti, A., Carisi, F., Castellarin, A. and Brath, A.: Evolution of flood risk over large areas: Quantitative assessment for the Po river, J. Hydrol., 527, 809–823, doi:http://dx.doi.org/10.1016/j.jhydrol.2015.05.043, 2015. Easterling, D. R., Kunkel, K. E., Wehner, M. F. and Sun, L.: Detection and attribution of climate extremes in the observed record, Weather Clim. Extrem., 11, 17–27, doi:http://dx.doi.org/10.1016/j.wace.2016.01.001, 2016.
  • 12. References (cont.) Figueiredo, R. and Martina, M.: Using open building data in the development of exposure data sets for catastrophe risk modelling, Nat. Hazards Earth Syst. Sci., 16(2), 417–429, doi:10.5194/nhess-16-417-2016, 2016. Forzieri, G., Feyen, L., Rojas, R., Flörke, M., Wimmer, F. and Bianchi, A.: Ensemble projections of future streamflow droughts in {Europe}, Hydrol. Earth Syst. Sci., 18(1), 85–108, doi:10.5194/hess-18-85-2014, 2014. Hay, J. E., Easterling, D., Ebi, K. L., Kitoh, A. and Parry, M.: Conclusion to the special issue: Observed and projected changes in weather and climate extremes, Weather Clim. Extrem., 11, 103–105, doi:http://dx.doi.org/10.1016/j.wace.2015.11.002, 2016. Heim Jr., R. R.: An overview of weather and climate extremes – Products and trends, Weather Clim. Extrem., 10, Part B, 1–9, doi:http://dx.doi.org/10.1016/j.wace.2015.11.001, 2015. van den Hurk, B. J. J. M., Bouwer, L. M., Buontempo, C., Döscher, R., Ercin, E., Hananel, C., Hunink, J. E., Kjellström, E., Klein, B., Manez, M., Pappenberger, F., Pouget, L., Ramos, M.-H., Ward, P. J., Weerts, A. H. and Wijngaard, J. B.: Improving predictions and management of hydrological extremes through climate services: www.imprex.eu, Clim. Serv., 1, 6–11, doi:10.1016/j.cliser.2016.01.001, 2016. Jacob, D., Petersen, J., Eggert, B., Alias, A., Christensen, O. B., Bouwer, L. M., Braun, A., Colette, A., Déqué, M., Georgievski, G., Georgopoulou, E., Gobiet, A., Menut, L., Nikulin, G., Haensler, A., Hempelmann, N., Jones, C., Keuler, K., Kovats, S., Kröner, N., Kotlarski, S., Kriegsmann, A., Martin, E., van Meijgaard, E., Moseley, C., Pfeifer, S., Preuschmann, S., Radermacher, C., Radtke, K., Rechid, D., Rounsevell, M., Samuelsson, P., Somot, S., Soussana, J.- F., Teichmann, C., Valentini, R., Vautard, R., Weber, B. and Yiou, P.: EURO-CORDEX: new high-resolution climate change projections for European impact research, Reg. Environ. Chang., 14(2), 563–578, doi:10.1007/s10113- 013-0499-2, 2014. Jongman, B., Ward, P. J. and Aerts, J. C. J. H.: Global exposure to river and coastal flooding: Long term trends and changes, Glob. Environ. Chang. Policy Dimens., 22, 823–835, doi:10.1016/j.gloenvcha.2012.07.004, 2012.
  • 13. References (cont.) Kellermann, P., Schöbel, A., Kundela, G. and Thieken, A. H.: Estimating flood damage to railway infrastructure – the case study of the March River flood in 2006 at the Austrian Northern Railway, Nat. Hazards Earth Syst. Sci., 15(11), 2485–2496, doi:10.5194/nhess-15-2485-2015, 2015. Meehl, G. A., Goddard, L., Boer, G., Burgman, R., Branstator, G., Cassou, C., Corti, S., Danabasoglu, G., Doblas- Reyes, F., Hawkins, E., Karspeck, A., Kimoto, M., Kumar, A., Matei, D., Mignot, J., Msadek, R., Navarra, A., Pohlmann, H., Rienecker, M., Rosati, T., Schneider, E., Smith, D., Sutton, R., Teng, H., van Oldenborgh, G. J., Vecchi, G. and Yeager, S.: Decadal Climate Prediction: An Update from the Trenches, Bull. Am. Meteorol. Soc., 95(2), 243–267, doi:10.1175/BAMS-D-12-00241.1, 2013. NAS: Attribution of Extreme Weather Events in the Context of Climate Change, National Academies of Sciences, Engineering, and Medicine; Washington, DC: The National Academies Press., 2016. Notaro, V., De Marchis, M., Fontanazza, C. M., La Loggia, G., Puleo, V. and Freni, G.: The Effect of Damage Functions on Urban Flood Damage Appraisal, Procedia Eng., 70, 1251–1260, doi:http://dx.doi.org/10.1016/j.proeng.2014.02.138, 2014. Prudhomme, C., Giuntoli, I., Robinson, E. L., Clark, D. B., Arnell, N. W., Dankers, R., Fekete, B. M., Franssen, W., Gerten, D., Gosling, S. N., Hagemann, S., Hannah, D. M., Kim, H., Masaki, Y., Satoh, Y., Stacke, T., Wada, Y. and Wisser, D.: Hydrological droughts in the 21st century, hotspots and uncertainties from a global multimodel ensemble experiment, Proc. Natl. Acad. Sci. , 111 (9 ), 3262–3267 [online] Available from: http://www.pnas.org/content/111/9/3262.abstract, 2014. Rose, A. and Wei, D.: Estimating the Economic Consequences of a Port Shutdown: the Special Role of Resilience, Econ. Syst. Res., 25(2), 212–232, doi:10.1080/09535314.2012.731379, 2013. Roudier, P., Andersson, J. C. M., Donnelly, C., Feyen, L., Greuell, W. and Ludwig, F.: Projections of future floods and hydrological droughts in Europe under a +2°C global warming, Clim. Change, 135(2), 341–355, doi:10.1007/s10584-015-1570-4, 2016.
  • 14. References (cont.) Sarojini, B. B., Stott, P. A. and Black, E.: Detection and attribution of human influence on regional precipitation, Nat. Clim. Chang., 6(7), 669–675 [online] Available from: http://dx.doi.org/10.1038/nclimate2976, 2016. Stott, P. A., Christidis, N., Otto, F. E. L., Sun, Y., Vanderlinden, J.-P., van Oldenborgh, G. J., Vautard, R., von Storch, H., Walton, P., Yiou, P. and Zwiers, F. W.: Attribution of extreme weather and climate-related events, Wiley Interdiscip. Rev. Clim. Chang., 7(1), 23–41, doi:10.1002/wcc.380, 2016. Ward, P. J., van Pelt, S. C., de Keizer, O., Aerts, J. C. J. H., Beersma, J. J., van den Hurk, B. J. J. M. and te Linde, A. H.: Including climate change projections in probabilistic flood risk assessment, J. Flood Risk Manag., 7(2), 141– 151, doi:10.1111/jfr3.12029, 2014. Ward, P. J., Jongman, B., Salamon, P., Simpson, A., Bates, P., De Groeve, T., Muis, S., de Perez, E. C., Rudari, R., Trigg, M. A. and others: Usefulness and limitations of global flood risk models, Nat. Clim. Chang., 5(8), 712–715, 2015. .
  • 15. Disaster risk and insurance in Europe Convergence regions (2007-2013, left) and less developed regions (2014-2020, right) of the Cohesion Policy (CP). Share of insured out of total disaster losses 1980-2013. Based on data from MR NatCatService
  • 16. Differentiated impacts on competitiveness Distribution of past (1980-2013) flood damage across European regions (NUTS2), as percentage of European average. Current and future climate risk further exacerbate regional differences and undermine economic, social and territorial cohesion across Europe. Relative changes of the real GDP across European regions between 2002-2011, result of economic and financial crisis.
  • 17. 0 10,000 20,000 30,000 40,000 50,000 60,000 70,000 80,000 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008 2010 2012 MillionEuro Loss deflated and adjusted to wealth increase Loss deflated 00,000 05,000 10,000 15,000 20,000 25,000 30,000 35,000 40,000 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008 2010 2012 MillionEuro Insured Not insured Distribution of deflated losses (million Euro in 2013 values) Adjusted for wealth increase 0 5,000 10,000 15,000 20,000 25,000 30,000 35,000 40,000 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008 2010 2012 MillionEuro type D type C type B By category of events. B: Meteo, C: Hydro, D: Clima. [Mysiak J., Carrera L., Vanneuville W, 2014] 0 10 20 30 40 50 60 70 80 90 100 0 5,000 10,000 15,000 20,000 25,000 30,000 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008 2010 2012 Nr.events MillionEuro Flood Losses: 40% or around 160 billion Euro Europe’s exposure to climate risks
  • 18. Ecosystems and disaster risks a) Simplified natural asset - benefits relation, based on Mace et al. (2015) modified b) Economic framework for ESS provision, based on Fisher et al. (2008) but modified c) Financial flows and distribution, based on (World Economic Forum, 2011) but modified d) Effects of risk-mitigating ESS on exceedance curve