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Expanding the Application and Technology of 
Catastrophe Modelling for Disaster Risk Reduction 
Pane Stojanovski *) 
*) 
• Transitioned from the academia to RMS, lead model development, product development, data development, 
worked with clients using the models, …and learnt 
• Contributed to the growth of cat risk modeling industry – mostly for (re)insurance applications, … serving the 
mature markets in North America, Europe, Japan, …. pioneered some new modeling domains… 
• Wanted to bring cat risk modeling to effectively serve the (poor) populations in the developing and low income 
countries where agriculture is much more than just food production, where poverty is high, and disaster risk 
jeopardizes efforts for its elimination, worked on micro insurance, … founded with Prof. Shah Asia Risk 
Centre 
• Re-engaged with the academia (ICRM) and later founded Cat Risk Research (CRR) to focus on bringing the 
experiences and expertise from the developed markets to assist in finding solutions for dealing with cat risk in 
the poor and developing countries, where still 1.22 billion people lived on less than $1.25 a day in 2010 (WB 
estimate) 
• Cat Risk Research, LLC – founder, 2014 
• Institute of Catastrophe Risk Modeling (ICRM) at the Nanyang Technological University (NTU) in Singapore, Professor (adjunct), from 2010 
• WSSI (World Seismic Safety Initiative) Board, Advisory Board of ICRM 
• Asia Risk Centre, an affiliate of RMS, founding executive director (2010-2013) 
• Risk Management Solutions, Inc. (RMS), various leading positions in modeling, operations, and product development / deployment, VP Model Development 
Operations (1992– 2010) 
• Prior to joining RMS, visiting and consulting professor at the Blume Center (Stanford University) and professor at the Skopje University, Macedonia.
Sustainable, Long-term Disaster Risk Management - Public 
Private Partnerships (PPPs) *) 
Private Sector - Insurance 
Measure of sustainability ? Return on Investment 
for the Partners 
• Profit and competitive advantage 
• Risk management enterprise is well defined, 
and taking part of the disaster risk form 
governments is just an addition to the 
vibrant, well defined operations and risk 
management program 
Public Sector - Government 
Measure of sustainability ? Return on Investment 
for the Partners 
• Improvement of the livelihoods of the 
population and protection from disasters that 
is commensurate with the government’s 
investment (funding and subsidies in cat risk 
protection schemes) 
– Agriculture, as an example - recovering losses to 
capital stock (barns, equipment, land, etc.), direct 
household income (from crops, livestock, fish etc.), 
nutrition (and related impacts on human 
development), and indirect losses of future 
production and income in the years following the 
disaster. 
• Risk management enterprise is broad, 
disaster risk quantification - financial loss and 
other metrics. Comprehensive exposure and 
comprehensive cat risk models needed to 
provide required metrics. Such models and 
applications are not available today. 
Having a comprehensive view of the risk from the government perspective is needed as basis for 
effective and sustainable transfer of part of that risk to the insurance as part of a comprehensive 
cat risk management program. 
*) Recommendation form the “WEF Global Risks Report 2014”
Cat Risk Quantification And Management – Private Vs. Public Sector 
Developing & Low Income Countries 
CAT RISK 
MANAGEMENT 
PROCESS1) 
PRIVATE SECTOR – e.g. 
(RE)INSURANCE, BROKERS 
GOVERNMENT 
What is done today? What can be done in future? 
IDENTIFY CAT RISK 
CAT RISK 
 Explicitly quantified across 
the company enterprise, 
 Regulatory requirements ( 
e.g. Solvency II) 
EXPOSURE 
 Entire company enterprise, 
 Strictly tracked and 
controlled for risk control 
and diversification 
CAT RISK 
 Generally recognized, but not 
explicitly quantified across the 
entire enterprise of interest 
 Country specific (varying) 
legislative and regulatory 
environments 
EXPOSURE 
 Partially tracked for specific risk 
transfer (e.g. subsidies for crop 
insurance – partial production 
costs) 
 Large portions of the exposure 
not addressed – infrastructure, 
livelihood protection, post 
disaster relief, post disaster 
livelihoods recovery, post 
disaster human development 
protection 
 Achieve similar level of exposure 
tracking, risk quantification, and risk 
management with the private sector 
in the debate leading to sustainable 
Pubic Private Partnerships for 
protection against the disaster risk. 
 Make governments priorities and 
objectives clear and transparent 
with qualitative risk metrics across 
the entire enterprise of interest. 
 Integrate insurance cat risk transfer 
as part of the holistic government 
risk management program 
PRIORITIZE TOP CAT RISKS 
*) Risk management steps adapted from “WEF Global Risks Report 2014”
Cat Risk Quantification And Management – Private Vs. Public Sector 
CAT RISK 
MANAGEMENT 
PROCESS1) 
Developing & Low Income Countries 
PRIVATE SECTOR – e.g. 
(RE)INSURANCE, BROKERS 
GOVERNMENT 
What is done today? What can be done in future? 
UNDERTAKE CAT 
RISK ASSESSMENT 
 QUANTITAVE by definition 
 Multiple vendors’ models 
 Probabilistic, event based 
 In-house models 
 On-going technological 
upgrades for efficient and 
rapid risk profile updates 
 Standardized risk metrics 
for financial loss (e.g. AAL, 
Return period losses, tail 
conditional expectation, 
etc.) 
 Applications for 
underwriting, 
accumulation control and 
portfolio management 
 QUALITATIVE and relative for the 
enterprise (when undertaken) 
 Little or no use of modes 
 Models with inferior 
sophistication compared to the 
private sector use of models 
 In house models not used, except 
for a few exceptions 
 Low or no demand on technology 
upgrades 
 Risk metrics as per the demands 
of the private sector in risk 
transfer arrangements, often 
provided as “assistance” by the 
private sector or by sponsoring 
donors. 
 Applications mostly in limited 
number of insurance contracts 
with the private sector (e.g. crop 
insurance) with large portions of 
the government enterprise risk 
not covered. 
 QUANTITAVE by definition 
 New classes of risk models tailored 
to government needs and 
exposure. 
 Probabilistic, event based 
 In-house government models 
 Access to technology to use and 
share other countries experiences 
for holistic technological upgrades 
for efficient and rapid risk profile 
updates 
 Conventional risk metrics - financial 
loss (e.g. AAL, Return period losses, 
tail conditional expectation, etc.), 
develop new metrics to measure 
impact on livelihoods, nutrition and 
human development across the 
government enterprise. 
 Applications for development and 
comprehensive testing of policies 
and programs against the disaster 
risk. 
IDENTIFY CAT RISK MANAGEMENT OPTIONS  DESIGN CAT RISK MANAGEMENT STRATEGY  DESIGN CRISIS MANAGEMENT STRATEGY 
 IMPLEMENT  MONITOR AND UPDATE STRATEGY 
*) Risk management steps adapted from “WEF Global Risks Report 2014”
Public vs Private Risk Exposure – Example, Agriculture Loss Map 
Long Term 
Income 
GOVERNMENT ? 
COMPREHENSIVE LOSS DISTRIBUTION 
PRODUCTION LIVELIHOOD 
INSURANCE REINSURANCE 
RETENTION 
RETENTION 
Seeds and 
Fertilizers 
Labor and 
Other Costs 
House, 
Structures 
and Tools 
Nutrition/ 
Sustenance 
Growing 
Season 
Income

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PPT4 (IDRC RMS Panel_Stojanovski)

  • 1. Expanding the Application and Technology of Catastrophe Modelling for Disaster Risk Reduction Pane Stojanovski *) *) • Transitioned from the academia to RMS, lead model development, product development, data development, worked with clients using the models, …and learnt • Contributed to the growth of cat risk modeling industry – mostly for (re)insurance applications, … serving the mature markets in North America, Europe, Japan, …. pioneered some new modeling domains… • Wanted to bring cat risk modeling to effectively serve the (poor) populations in the developing and low income countries where agriculture is much more than just food production, where poverty is high, and disaster risk jeopardizes efforts for its elimination, worked on micro insurance, … founded with Prof. Shah Asia Risk Centre • Re-engaged with the academia (ICRM) and later founded Cat Risk Research (CRR) to focus on bringing the experiences and expertise from the developed markets to assist in finding solutions for dealing with cat risk in the poor and developing countries, where still 1.22 billion people lived on less than $1.25 a day in 2010 (WB estimate) • Cat Risk Research, LLC – founder, 2014 • Institute of Catastrophe Risk Modeling (ICRM) at the Nanyang Technological University (NTU) in Singapore, Professor (adjunct), from 2010 • WSSI (World Seismic Safety Initiative) Board, Advisory Board of ICRM • Asia Risk Centre, an affiliate of RMS, founding executive director (2010-2013) • Risk Management Solutions, Inc. (RMS), various leading positions in modeling, operations, and product development / deployment, VP Model Development Operations (1992– 2010) • Prior to joining RMS, visiting and consulting professor at the Blume Center (Stanford University) and professor at the Skopje University, Macedonia.
  • 2. Sustainable, Long-term Disaster Risk Management - Public Private Partnerships (PPPs) *) Private Sector - Insurance Measure of sustainability ? Return on Investment for the Partners • Profit and competitive advantage • Risk management enterprise is well defined, and taking part of the disaster risk form governments is just an addition to the vibrant, well defined operations and risk management program Public Sector - Government Measure of sustainability ? Return on Investment for the Partners • Improvement of the livelihoods of the population and protection from disasters that is commensurate with the government’s investment (funding and subsidies in cat risk protection schemes) – Agriculture, as an example - recovering losses to capital stock (barns, equipment, land, etc.), direct household income (from crops, livestock, fish etc.), nutrition (and related impacts on human development), and indirect losses of future production and income in the years following the disaster. • Risk management enterprise is broad, disaster risk quantification - financial loss and other metrics. Comprehensive exposure and comprehensive cat risk models needed to provide required metrics. Such models and applications are not available today. Having a comprehensive view of the risk from the government perspective is needed as basis for effective and sustainable transfer of part of that risk to the insurance as part of a comprehensive cat risk management program. *) Recommendation form the “WEF Global Risks Report 2014”
  • 3. Cat Risk Quantification And Management – Private Vs. Public Sector Developing & Low Income Countries CAT RISK MANAGEMENT PROCESS1) PRIVATE SECTOR – e.g. (RE)INSURANCE, BROKERS GOVERNMENT What is done today? What can be done in future? IDENTIFY CAT RISK CAT RISK  Explicitly quantified across the company enterprise,  Regulatory requirements ( e.g. Solvency II) EXPOSURE  Entire company enterprise,  Strictly tracked and controlled for risk control and diversification CAT RISK  Generally recognized, but not explicitly quantified across the entire enterprise of interest  Country specific (varying) legislative and regulatory environments EXPOSURE  Partially tracked for specific risk transfer (e.g. subsidies for crop insurance – partial production costs)  Large portions of the exposure not addressed – infrastructure, livelihood protection, post disaster relief, post disaster livelihoods recovery, post disaster human development protection  Achieve similar level of exposure tracking, risk quantification, and risk management with the private sector in the debate leading to sustainable Pubic Private Partnerships for protection against the disaster risk.  Make governments priorities and objectives clear and transparent with qualitative risk metrics across the entire enterprise of interest.  Integrate insurance cat risk transfer as part of the holistic government risk management program PRIORITIZE TOP CAT RISKS *) Risk management steps adapted from “WEF Global Risks Report 2014”
  • 4. Cat Risk Quantification And Management – Private Vs. Public Sector CAT RISK MANAGEMENT PROCESS1) Developing & Low Income Countries PRIVATE SECTOR – e.g. (RE)INSURANCE, BROKERS GOVERNMENT What is done today? What can be done in future? UNDERTAKE CAT RISK ASSESSMENT  QUANTITAVE by definition  Multiple vendors’ models  Probabilistic, event based  In-house models  On-going technological upgrades for efficient and rapid risk profile updates  Standardized risk metrics for financial loss (e.g. AAL, Return period losses, tail conditional expectation, etc.)  Applications for underwriting, accumulation control and portfolio management  QUALITATIVE and relative for the enterprise (when undertaken)  Little or no use of modes  Models with inferior sophistication compared to the private sector use of models  In house models not used, except for a few exceptions  Low or no demand on technology upgrades  Risk metrics as per the demands of the private sector in risk transfer arrangements, often provided as “assistance” by the private sector or by sponsoring donors.  Applications mostly in limited number of insurance contracts with the private sector (e.g. crop insurance) with large portions of the government enterprise risk not covered.  QUANTITAVE by definition  New classes of risk models tailored to government needs and exposure.  Probabilistic, event based  In-house government models  Access to technology to use and share other countries experiences for holistic technological upgrades for efficient and rapid risk profile updates  Conventional risk metrics - financial loss (e.g. AAL, Return period losses, tail conditional expectation, etc.), develop new metrics to measure impact on livelihoods, nutrition and human development across the government enterprise.  Applications for development and comprehensive testing of policies and programs against the disaster risk. IDENTIFY CAT RISK MANAGEMENT OPTIONS  DESIGN CAT RISK MANAGEMENT STRATEGY  DESIGN CRISIS MANAGEMENT STRATEGY  IMPLEMENT  MONITOR AND UPDATE STRATEGY *) Risk management steps adapted from “WEF Global Risks Report 2014”
  • 5. Public vs Private Risk Exposure – Example, Agriculture Loss Map Long Term Income GOVERNMENT ? COMPREHENSIVE LOSS DISTRIBUTION PRODUCTION LIVELIHOOD INSURANCE REINSURANCE RETENTION RETENTION Seeds and Fertilizers Labor and Other Costs House, Structures and Tools Nutrition/ Sustenance Growing Season Income