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1Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
RISK ON THE RISE:
COUNTING THE COST OF
INLAND FLOODING
Dr. Robert Muir-Wood
Chief Research Officer
Dr. Navin Peiris
Senior Director, Model Development
2Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
MEET THE EXPERTS
Dr. Robert Muir-Wood
Chief Research Officer
Dr. Navin Peiris
Senior Director,
Model Development
3Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
INLAND FLOOD RISK =
HAZARD EXPOSURE VULNERABILITYX X
FLOOD LOSSES ARE NOT ONLY DEPENDENT UPON HAZARD
4Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
Inundation
Rainfall
Runoff
Major and
Minor
Rivers
Defenses
and
Drainage
RECAP: HAZARD GENERATION
Precipitation
PRECIPITATION
5Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
INLAND FLOOD RISK =
UNDERSTANDING EXPOSURE
HAZARD EXPOSURE VULNERABILITYX X
THE IMPORTANCE OF
UNDERLYING DIGITAL
TERRAIN DATA
7Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
COLLECTING FLOOD-RELEVANT EXPOSURE DATA
TROPICAL STORM
ALLISON, 2001
THAI FLOODS, 2011
10Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
1.  Where detailed
location information is
unknown: Exposure
Disaggregation
2.  Where primary
characteristics of a
location are unknown:
Building Inventory
HOW TO HANDLE SITUATIONS WHERE DETAILED EXPOSURE
DATA IS NOT AVAILABLE
11Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
INLAND FLOOD RISK =
TRANSLATING HAZARD AND EXPOSURE INTO LOSS
HAZARD EXPOSURE VULNERABILITYX X
FLOOD DAMAGE TO
BUILDINGS IS PRINCIPALLY
NONSTRUCTURAL
STRUCTURAL DAMAGE
CAN OCCUR WHERE HIGH
FLOW CONDITIONS EXIST
THERE IS OFTEN SUBSTANTIAL
DAMAGE TO CONTENTS
15Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016Copyright © 2015 Risk Management Solutions, Inc..
THE LIKELIHOOD OF FLOODING OF A SPECIFIC
PROPERTY IS DEPENDENT UPON A NUMBER
OF FACTORS
A number of
factors in addition
to hazard
determine if a
specific property
is flooded
16Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016Copyright © 2015 Risk Management Solutions, Inc..
Characterization
of flood
vulnerability
Damage	Ra(o	
Flood	Depth	
Probability	of	
complete	loss		
Probability	of	no	loss		
Mean	Damage	Ra(o	
Central	distribu5on
17Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016Copyright © 2015 Risk Management Solutions, Inc..
Uncertainty in
flood loss data
and challenges in
vulnerability
development
Wide distribution of claims data on a flood depth vs. loss ratio plot highlights the level of uncertainty in
flood loss estimation and hence challenges faced during development of vulnerability functions
0%	
10%	
20%	
30%	
40%	
50%	
60%	
70%	
80%	
90%	
100%	
0	 50	 100	 150	 200	 250	 300	 350	
Loss	Ra(o	
Flood	Depth	(cm)	
Ground	floor	only	 Cellar	and	ground	floor	flooded	 Cellar	only
18Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
CONSTRUCTING AN ADVANCED FLOOD VULNERABILITY CURVE
Single-
Component,
Engineering-
Based Approach
Country-Specific
Damage
Functions
Validated by
Claims Data
DamageRatio
Flood Depth
19Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
DIFFERENTIATION OF FLOOD VULNERABILITY
Property
Elevation
Threshold
Elevation
Basement and
Basement
Occupancies
Number of
Stories
Property
Age
Construction
Type
Private
Flood
Defenses
20Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
IMPACT OF EXPOSURE CHARACTERISTICS UPON LOSSES
21Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
SPECIAL TREATMENT OF INDUSTRIAL FACILITIES
PETROCHEMICAL/OIL REFINERY SEMICONDUCTOR FABRICATION FACILITY
POST-EVENT LOSS
AMPLIFICATION (PLA) CAN
PROVIDE AN ADDITIONAL
SOURCE OF LOSS
23Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
CALIBRATION AND VALIDATION STEPS ENSURE THAT MODELED
LOSSES ARE REALISTIC
2007 U.K.
Floods
•  50% of 2007 U.K. flood
losses were off-floodplain
•  Industry consensus of 30-50
year return period losses
U.K. Flood
Model
•  50% of annual average loss
from pluvial flooding
•  30-50 year return period
aligned to modelled
exceedance probability
2013 Central
European
Floods
•  40% of losses in
Germany were off-
floodplain
•  Industry consensus of
40-50 year return period
losses
Continental
Europe Flood
Models
•  20-40% of annual
average loss from pluvial
flooding
•  40-50 year return period
a good validation point for
the model
24Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
DETERMINING LOSSES IN REAL TIME IN THE AFTERMATH OF
FLOOD EVENTS
INLAND FLOOD RISK =
HAZARD EXPOSURE VULNERABILITYX X
A STOCHASTIC EVENT THAT MATCHES
THE OBSERVED EVENT CLOSELY
ENOUGH FOR AN ACCURATE LOSS
ESTIMATE IS UNLIKELY TO EXIST
26Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
CHALLENGES IN DEVELOPING FLOOD FOOTPRINT
RECONSTRUCTIONS
Location of
Defense Failures
Uncertain
Measurements of
River Discharge
Can Be Unreliable
or Nonexistent
Inaccuracies in
Using Satellite Data
Alone
27Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016Copyright © 2015 Risk Management Solutions, Inc..
HOW AN EFFECTIVE FLOOD FOOTPRINT IS DEVELOPED
1.  Identify which
areas have been
flooded
2.  Understand the
return period of
flooding and use
appropriate
flood maps to
determine
inundation
3.  Validate using
damage survey
measurements RMS-surveyed flood depths (red outlined circles), modeled footprint (blue shading), and PERILS-based
accumulation footprint (green outline) for the 2013 central European floods in Meissen, Germany
28Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 2828Copyright © 2015 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
LESSONS LEARNED FROM
RECENT RECONNAISSANCE
29Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
THE 2013 CENTRAL EUROPEAN FLOODS –
HIGHLIGHTED THE NEED FOR GRANULAR EXPOSURE DATA
EXTERNAL DAMAGE INTERNAL DAMAGE
30Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
THE 2013 CENTRAL EUROPEAN FLOODS – OIL CONTAMINATION
LEADING TO WRITE-OFF
§  Loss exacerbated by the presence of oil contamination leads to demolition and reconstruction
31Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
DECEMBER 2015, STORM DESMOND FLOODS, U.K. - RESIDENTIAL
PROPERTY DAMAGE – DAMAGE TO BASEMENTS
32Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
DECEMBER 2015, STORM DESMOND FLOODS, U.K. -
POWER OUTAGES
§  Flooded electricity substation in Lancaster led to power outages for 55,000 homes and
business throughout north Lancashire up to 2 weeks
33Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
DECEMBER 2015, STORM EVA FLOODS, U.K. –
CHALLENGES OF FLOOD FOOTPRINT DEVELOPMENT - YORK
River Foss
River Ouse
Flood gates
34Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
DECEMBER 2015, STORM EVA FLOODS, U.K. – ELEVATION,
BASEMENTS, FLOOD DEFENCES DRIVING COMMERCIAL LOSSES
Damage to commercial properties and
contents on Walmgate, York
BT building on Garden Place with sandbags
and basement being pumped,, Leeds
35Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
MONSOON FLOODING IN CHENNAI, INDIA, NOVEMBER 2015
§  Business Interruption loss driven damage to facilities as well as unavailability of man-power due to
access difficulties and government announcing 2-day holiday for safety reasons
36Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
Dr. Robert Muir-Wood
Chief Research Officer
Dr. Navin Peiris
Senior Director, Model Development
CONCLUSIONS
1.  Detailed exposure data is vital for an accurate estimate of losses
2.  An engineering based vulnerability approach is most robust for flood
3.  Losses from real events can be estimated accurately in real time
4.  Lessons learned from reconnaissance feed into model science
ABOUT RMSRMS is the world’s leading provider of products, services, and expertise for the
quantification and management of catastrophe risk. More than 400 leading
insurers, reinsurers, trading companies, and other financial institutions rely on
RMS models to quantify, manage, and transfer risk. As an established provider of
risk modeling to companies across all market segments, RMS provides solutions
that can be trusted as reliable benchmarks for strategic pricing, risk management,
and risk transfer decisions.
©2014 Risk Management Solutions, Inc. RMS and the RMS logo are registered
trademarks of Risk Management Solutions,Inc. All other trademarks are property
of their respective owners.
37Copyright © 2015 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016
ABOUT RMSRMS is the world’s leading provider of products, services, and expertise for the
quantification and management of catastrophe risk. More than 400 leading
insurers, reinsurers, trading companies, and other financial institutions rely on
RMS models to quantify, manage, and transfer risk. As an established provider of
risk modeling to companies across all market segments, RMS provides solutions
that can be trusted as reliable benchmarks for strategic pricing, risk management,
and risk transfer decisions.
©2014 Risk Management Solutions, Inc. RMS and the RMS logo are registered
trademarks of Risk Management Solutions,Inc. All other trademarks are property
of their respective owners.
37Copyright © 2015 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016

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Risk on the Rise: Counting the Cost of Inland Flooding

  • 1. 1Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 RISK ON THE RISE: COUNTING THE COST OF INLAND FLOODING Dr. Robert Muir-Wood Chief Research Officer Dr. Navin Peiris Senior Director, Model Development
  • 2. 2Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 MEET THE EXPERTS Dr. Robert Muir-Wood Chief Research Officer Dr. Navin Peiris Senior Director, Model Development
  • 3. 3Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 INLAND FLOOD RISK = HAZARD EXPOSURE VULNERABILITYX X FLOOD LOSSES ARE NOT ONLY DEPENDENT UPON HAZARD
  • 4. 4Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 Inundation Rainfall Runoff Major and Minor Rivers Defenses and Drainage RECAP: HAZARD GENERATION Precipitation PRECIPITATION
  • 5. 5Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 INLAND FLOOD RISK = UNDERSTANDING EXPOSURE HAZARD EXPOSURE VULNERABILITYX X
  • 6. THE IMPORTANCE OF UNDERLYING DIGITAL TERRAIN DATA
  • 7. 7Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 COLLECTING FLOOD-RELEVANT EXPOSURE DATA
  • 10. 10Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 1.  Where detailed location information is unknown: Exposure Disaggregation 2.  Where primary characteristics of a location are unknown: Building Inventory HOW TO HANDLE SITUATIONS WHERE DETAILED EXPOSURE DATA IS NOT AVAILABLE
  • 11. 11Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 INLAND FLOOD RISK = TRANSLATING HAZARD AND EXPOSURE INTO LOSS HAZARD EXPOSURE VULNERABILITYX X
  • 12. FLOOD DAMAGE TO BUILDINGS IS PRINCIPALLY NONSTRUCTURAL
  • 13. STRUCTURAL DAMAGE CAN OCCUR WHERE HIGH FLOW CONDITIONS EXIST
  • 14. THERE IS OFTEN SUBSTANTIAL DAMAGE TO CONTENTS
  • 15. 15Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016Copyright © 2015 Risk Management Solutions, Inc.. THE LIKELIHOOD OF FLOODING OF A SPECIFIC PROPERTY IS DEPENDENT UPON A NUMBER OF FACTORS A number of factors in addition to hazard determine if a specific property is flooded
  • 16. 16Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016Copyright © 2015 Risk Management Solutions, Inc.. Characterization of flood vulnerability Damage Ra(o Flood Depth Probability of complete loss Probability of no loss Mean Damage Ra(o Central distribu5on
  • 17. 17Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016Copyright © 2015 Risk Management Solutions, Inc.. Uncertainty in flood loss data and challenges in vulnerability development Wide distribution of claims data on a flood depth vs. loss ratio plot highlights the level of uncertainty in flood loss estimation and hence challenges faced during development of vulnerability functions 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0 50 100 150 200 250 300 350 Loss Ra(o Flood Depth (cm) Ground floor only Cellar and ground floor flooded Cellar only
  • 18. 18Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 CONSTRUCTING AN ADVANCED FLOOD VULNERABILITY CURVE Single- Component, Engineering- Based Approach Country-Specific Damage Functions Validated by Claims Data DamageRatio Flood Depth
  • 19. 19Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 DIFFERENTIATION OF FLOOD VULNERABILITY Property Elevation Threshold Elevation Basement and Basement Occupancies Number of Stories Property Age Construction Type Private Flood Defenses
  • 20. 20Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 IMPACT OF EXPOSURE CHARACTERISTICS UPON LOSSES
  • 21. 21Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 SPECIAL TREATMENT OF INDUSTRIAL FACILITIES PETROCHEMICAL/OIL REFINERY SEMICONDUCTOR FABRICATION FACILITY
  • 22. POST-EVENT LOSS AMPLIFICATION (PLA) CAN PROVIDE AN ADDITIONAL SOURCE OF LOSS
  • 23. 23Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 CALIBRATION AND VALIDATION STEPS ENSURE THAT MODELED LOSSES ARE REALISTIC 2007 U.K. Floods •  50% of 2007 U.K. flood losses were off-floodplain •  Industry consensus of 30-50 year return period losses U.K. Flood Model •  50% of annual average loss from pluvial flooding •  30-50 year return period aligned to modelled exceedance probability 2013 Central European Floods •  40% of losses in Germany were off- floodplain •  Industry consensus of 40-50 year return period losses Continental Europe Flood Models •  20-40% of annual average loss from pluvial flooding •  40-50 year return period a good validation point for the model
  • 24. 24Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 DETERMINING LOSSES IN REAL TIME IN THE AFTERMATH OF FLOOD EVENTS INLAND FLOOD RISK = HAZARD EXPOSURE VULNERABILITYX X
  • 25. A STOCHASTIC EVENT THAT MATCHES THE OBSERVED EVENT CLOSELY ENOUGH FOR AN ACCURATE LOSS ESTIMATE IS UNLIKELY TO EXIST
  • 26. 26Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 CHALLENGES IN DEVELOPING FLOOD FOOTPRINT RECONSTRUCTIONS Location of Defense Failures Uncertain Measurements of River Discharge Can Be Unreliable or Nonexistent Inaccuracies in Using Satellite Data Alone
  • 27. 27Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016Copyright © 2015 Risk Management Solutions, Inc.. HOW AN EFFECTIVE FLOOD FOOTPRINT IS DEVELOPED 1.  Identify which areas have been flooded 2.  Understand the return period of flooding and use appropriate flood maps to determine inundation 3.  Validate using damage survey measurements RMS-surveyed flood depths (red outlined circles), modeled footprint (blue shading), and PERILS-based accumulation footprint (green outline) for the 2013 central European floods in Meissen, Germany
  • 28. 28Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 2828Copyright © 2015 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 LESSONS LEARNED FROM RECENT RECONNAISSANCE
  • 29. 29Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 THE 2013 CENTRAL EUROPEAN FLOODS – HIGHLIGHTED THE NEED FOR GRANULAR EXPOSURE DATA EXTERNAL DAMAGE INTERNAL DAMAGE
  • 30. 30Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 THE 2013 CENTRAL EUROPEAN FLOODS – OIL CONTAMINATION LEADING TO WRITE-OFF §  Loss exacerbated by the presence of oil contamination leads to demolition and reconstruction
  • 31. 31Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 DECEMBER 2015, STORM DESMOND FLOODS, U.K. - RESIDENTIAL PROPERTY DAMAGE – DAMAGE TO BASEMENTS
  • 32. 32Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 DECEMBER 2015, STORM DESMOND FLOODS, U.K. - POWER OUTAGES §  Flooded electricity substation in Lancaster led to power outages for 55,000 homes and business throughout north Lancashire up to 2 weeks
  • 33. 33Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 DECEMBER 2015, STORM EVA FLOODS, U.K. – CHALLENGES OF FLOOD FOOTPRINT DEVELOPMENT - YORK River Foss River Ouse Flood gates
  • 34. 34Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 DECEMBER 2015, STORM EVA FLOODS, U.K. – ELEVATION, BASEMENTS, FLOOD DEFENCES DRIVING COMMERCIAL LOSSES Damage to commercial properties and contents on Walmgate, York BT building on Garden Place with sandbags and basement being pumped,, Leeds
  • 35. 35Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 MONSOON FLOODING IN CHENNAI, INDIA, NOVEMBER 2015 §  Business Interruption loss driven damage to facilities as well as unavailability of man-power due to access difficulties and government announcing 2-day holiday for safety reasons
  • 36. 36Copyright © 2016 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 Dr. Robert Muir-Wood Chief Research Officer Dr. Navin Peiris Senior Director, Model Development CONCLUSIONS 1.  Detailed exposure data is vital for an accurate estimate of losses 2.  An engineering based vulnerability approach is most robust for flood 3.  Losses from real events can be estimated accurately in real time 4.  Lessons learned from reconnaissance feed into model science
  • 37. ABOUT RMSRMS is the world’s leading provider of products, services, and expertise for the quantification and management of catastrophe risk. More than 400 leading insurers, reinsurers, trading companies, and other financial institutions rely on RMS models to quantify, manage, and transfer risk. As an established provider of risk modeling to companies across all market segments, RMS provides solutions that can be trusted as reliable benchmarks for strategic pricing, risk management, and risk transfer decisions. ©2014 Risk Management Solutions, Inc. RMS and the RMS logo are registered trademarks of Risk Management Solutions,Inc. All other trademarks are property of their respective owners. 37Copyright © 2015 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016 ABOUT RMSRMS is the world’s leading provider of products, services, and expertise for the quantification and management of catastrophe risk. More than 400 leading insurers, reinsurers, trading companies, and other financial institutions rely on RMS models to quantify, manage, and transfer risk. As an established provider of risk modeling to companies across all market segments, RMS provides solutions that can be trusted as reliable benchmarks for strategic pricing, risk management, and risk transfer decisions. ©2014 Risk Management Solutions, Inc. RMS and the RMS logo are registered trademarks of Risk Management Solutions,Inc. All other trademarks are property of their respective owners. 37Copyright © 2015 Risk Management Solutions, Inc. All Rights Reserved. January 21, 2016