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By: Alexander Pui
H. Katrina (2005)
Japan/NZ EQ,
Thai Floods
(2011)
Northridge EQ
(1994)
Source :Swiss Re Economic Consulting and Research
• Self insurance?
• Insurers (IAG/ Suncorp/ QBE… ) ?
• Reinsurers (Swiss Re/ Munich Re/ Warren Buffett…)?
• Alternative Capital (Investors in Insurance Linked Securities
(ILS)?
• Governments/ Tax payers ( 2011 Queensland Flood Tax
Levy…)?
Source: Dahlen and Peter, Natural Catastrophes and global reinsurance: Exploring the Linkages, BIS Quart. Review, 2012
Actual losses from natural
catastrophes and risk transfer
in 2011
• Short Primer on Reinsurance
• Overview of the ILS Market
• Pricing and Structuring of Cat Bonds
• Examples of ‘exhausted’ Cat Bonds
• Will investor appetite continue to grow?
Short Primer on Reinsurance
Reinsurance purchased to protect against risk of ruin (smooths volatility) but
only if it makes economic sense.
8
Retained by Insurer
Absorbed by Reinsurer
Reinsurance decisions reflect a firm’s risk
appetite and shareholder expectations
(RoE)
(800.000)
(600.000)
(400.000)
(200.000)
-
200.000
400.000
600.000
800.000
1,000.000
1%
4%
7%
10%
13%
16%
19%
22%
25%
28%
31%
34%
37%
40%
43%
46%
49%
52%
55%
58%
61%
64%
67%
70%
73%
76%
79%
82%
85%
88%
91%
94%
97%
Profit/Loss
Probability
Holistic ApproachDistribution of Profit/Loss
Percentiles
Profit/Loss
Caps Max loss at
$400m
$11bn
Capital
$1.5bn Profit
Mooncorp
RoE = 13.6%
(1.5 / 11 bn)
$3.7bn
Capital
$900m Profit
$600m Expense
Perkshire
(International Reinsurer)
$600m reinsurance
cost for $7.3 bn of
capital ‘relief’
$3bn
Capital
RoE = 20%
(0.6/3 bn)
$600m Profit
$4.3 of
Diversification
Benefit
Backed by
$1.5bn Profit
Mooncorp reinsured by
Perkshire
$7.3bn
‘Saved’
Capital
RoE = 24.3%
(0.9/ 3.7 bn)
$7.3bn
Capital
$600m Profit
Hence ‘value’ of reinsurance is
an improved RoE of 10.7%
‘Hedge Fund Re’
(Special Purpose Vehicle)
$7.3bn
Capital
$11bn
Capital
$1.5bn Profit
Mooncorp
RoE = 13.6%
(1.5 / 11 bn)
$3.7bn
Capital
$900m Profit
$600m Expense
$600m
reinsurance cost
for $7.3 bn of
capital ‘relief’
$1.5bn Profit
Mooncorp reinsured by
Perkshire
$7.3bn
‘Saved’
Capital
RoE = 24.3%
(0.9/ 3.7 bn)
$600m Profit
Hence ‘value’ of reinsurance is
an improved RoE of 10.7% !
$7.3bn
Capital
RoE = 9.58%
(0.6/7.3 bn)
$600m Profit
Backed by
Investors
Overview of the ILS Market
• Growth punctuated
by significant
increases when RI
markets harden.
• Bond durations are
getting longer.
Source: Artemis
H. Katrina (2005) Japan/NZ EQ,
Thai Floods
(2011)
• Collateralized Re*
growth has accelerated
in last 6 years
• Coll. Re and Cat Bonds
now dominate the ILS
market
Source: Insurance Information Institute (Aon Benfield)
Collateralized Re* is similar to cat bonds where investors participate directly in (for
e.g.) reinsurance programs but are private transactions and non-tradable.
• Key Perils such as US Wind and EQ continue to dominate
• Emergence of international perils + non CAT related – life and mortgage insurance losses (?!?)
Source: Artemis
• ILS has doubled its share of
the global RI market since
2010 (5.4% to 11.5%)
• Changes are more
pronounced in property
catastrophe space.
Source: Insurance Information Institute (Aon Benfield)
Pricing and Structuring of Cat Bonds
Other parties typically
involved in a Cat Bond
transaction include:
• Risk Modelling Firms
• Investment Banks
• Loss Reporting
Agencies
• Rating Agencies
Simulated Hurricane Tracks Simulated Earthquake Events (Epicenters)
Sources : Franco, G. (2010) “Minimization of Trigger Error in Cat-in-a-Box Parametric Earthquake Catastrophe Bonds “
* For Natural Peril premised bonds, catastrophe models are used to assess underlying base risk through
stochastic simulation of natural disasters and associated economic costs.
ExceedanceProbability
Loss
p
RP Loss
AAL
• Average Annual Loss (AAL) or ‘area
under the Exceedance Probability
Curve’
• Return Period Losses (i.e. 1 in 200
year loss for any given year , p =
1/200 = 0.005)
• XSAAL ~ contribution from events that
exceed a certain loss
• Uncertainty in loss estimates
XSAAL
Estimated
based upon
cat model
output +
loadings for
uncertainty,
expenses and
profit margins.
Upper Layer
(Cat Bond)
Lower
Layers (TRI)
Retention
(Mooncorp)
L0
L1
0
10m
100m
150m
Loss ($) Return Period
500
100
5
Parametric:
• EQ Richter Scale,
Cyclone Peak Wind
Gust/ Central Pressure
Industry Index:
• Losses sustained by
‘market portfolio’
affected region
Modelled Loss:
• Losses for portfolio est.
by Cat Models
Indemnity:
• Actual Claims
experience of indvd.
insurers
Source: Swiss Re Capital Markets
• Issuer/Sponsor participates
in its own product to avoid
perception of shipping out
the duds’
• Limits losses to account for
portfolio growth
Source: Canabarro et al., Analyzing the pricing of ILS, Journal of Risk Finance 2000
• Complex underlying
commercial portfolio means
high uncertainty in
modelling results
• Parametric trigger that
accounts for distance to
major EQ circumvents this
issue.
Source: Canabarro et al., Analyzing the pricing of ILS, Journal of Risk Finance 2000
Examples of ‘exhausted’ Cat Bonds
Source: Insurance Information Institute (Aon Benfield)
Failure of Swap
Counterparty
USD 300m
Source: Dahlen and Peter, Natural Catastrophes and global reinsurance: Exploring the Linkages, BIS Quart. Review, 2012
Actual losses from
natural catastrophes and
risk transfer in 2011.
984
1420
0
Dropdown
Trigger Vaue
Event Attachment
Index Value Exceedance
Probability
0.6%
1.02%
4%
Event Exhaustion
Key Features/Details:
• Principal Amount: USD 300M
• Event: Japanese EQ
• Cover: Per Occurrence
• Trigger Type: Parametric
• Risk Period: 2 May 08 – 1 May 11
• Moody’s Rating: Ba2
• Modelling Agency: AIR
• Issuer: Muteki Ltd.
• Reinsured: Zenkyoren
• Reporting Agent: K-NET
Source: Artemis, Strong Motion Networks: K-Net Japan
Source: Twelve Capital, Cat Eye
While a number of bonds were deemed ‘at risk’ after 2011 Tohoku EQ &
Tsunami, Muteki was the only bond to exhaust completely.
Sources: Twelve Capital, Cat Eye
• Did parametric index reflect
best view of seismic risk?
• Was bond spread of 4.4%
commensurate with high
uncertainty in underlying
risk?
• Investors were not ‘spooked’
and retained appetite for
Japanese EQ risk
Key Features/Details:
• Principal Amount: USD 200M
• Event: US Severe Thunderstorm
• Cover: Aggregate
• Trigger Type: Industry Index
• Risk Period: Nov 10– Nov 11
• S&P Rating: B
• Modelling Agency: AIR
• Issuer: Mariah Re
• Reinsured: American Family Mutual
• Reporting Agent: Property Claims
Services (PCS)
• Initial estimates from PCS suggested losses unlikely to reach
exhaustion point
• PCS revised its estimates months later, resulting in complete
exhaustion – prompting disgruntled investors to sue AIR and
PCS.
• The legal action threatened to open ILS Pandora’s box,
challenging touted benefits of catastrophe bonds such as :
– East of Settlement
– Counterparty Risk
– Impartiality of loss modelling and reporting agents
• Courts found no impropriety in execution
of contractual obligations
• Issues with aggregation and weighting
methods were flagged by certain funds
(who chose not to participate)
• Onus on investors to perform proper due
diligence
“Having gambled and lost on the weather
……Mariah now attempts to convert its
unsuccessful risk venture into a game of
“gotcha” on the contracts.” Sullivan J.
Will investor appetite continue to grow?
• Cat Bonds have historically performed well as an ‘uncorrelated’ asset
class
• Issues with swap counterparties (i.e. Lehman Bros) have been
addressed.
• Onus on investors to perform proper due diligence
• Low interest rate environment
• Influx of longer term investors
(Pension Funds)
• Increased investor comfort with
product?
• New range of products beyond
natural catastrophes (ie.
Longevity/ Operation risk)
• Efforts to bridge protection gap
/under-insurance in developing
countries could push up
demand
Alexander Pui
Email: alexpui8@gmail.com
Linkedin : https://au.linkedin.com/in/alexander-pui-
94a33821

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How do your odds really stack up in Nature's Casino?

  • 2. H. Katrina (2005) Japan/NZ EQ, Thai Floods (2011) Northridge EQ (1994) Source :Swiss Re Economic Consulting and Research
  • 3.
  • 4. • Self insurance? • Insurers (IAG/ Suncorp/ QBE… ) ? • Reinsurers (Swiss Re/ Munich Re/ Warren Buffett…)? • Alternative Capital (Investors in Insurance Linked Securities (ILS)? • Governments/ Tax payers ( 2011 Queensland Flood Tax Levy…)?
  • 5. Source: Dahlen and Peter, Natural Catastrophes and global reinsurance: Exploring the Linkages, BIS Quart. Review, 2012 Actual losses from natural catastrophes and risk transfer in 2011
  • 6. • Short Primer on Reinsurance • Overview of the ILS Market • Pricing and Structuring of Cat Bonds • Examples of ‘exhausted’ Cat Bonds • Will investor appetite continue to grow?
  • 7. Short Primer on Reinsurance
  • 8. Reinsurance purchased to protect against risk of ruin (smooths volatility) but only if it makes economic sense. 8 Retained by Insurer Absorbed by Reinsurer Reinsurance decisions reflect a firm’s risk appetite and shareholder expectations (RoE)
  • 10. $11bn Capital $1.5bn Profit Mooncorp RoE = 13.6% (1.5 / 11 bn) $3.7bn Capital $900m Profit $600m Expense Perkshire (International Reinsurer) $600m reinsurance cost for $7.3 bn of capital ‘relief’ $3bn Capital RoE = 20% (0.6/3 bn) $600m Profit $4.3 of Diversification Benefit Backed by $1.5bn Profit Mooncorp reinsured by Perkshire $7.3bn ‘Saved’ Capital RoE = 24.3% (0.9/ 3.7 bn) $7.3bn Capital $600m Profit Hence ‘value’ of reinsurance is an improved RoE of 10.7%
  • 11. ‘Hedge Fund Re’ (Special Purpose Vehicle) $7.3bn Capital $11bn Capital $1.5bn Profit Mooncorp RoE = 13.6% (1.5 / 11 bn) $3.7bn Capital $900m Profit $600m Expense $600m reinsurance cost for $7.3 bn of capital ‘relief’ $1.5bn Profit Mooncorp reinsured by Perkshire $7.3bn ‘Saved’ Capital RoE = 24.3% (0.9/ 3.7 bn) $600m Profit Hence ‘value’ of reinsurance is an improved RoE of 10.7% ! $7.3bn Capital RoE = 9.58% (0.6/7.3 bn) $600m Profit Backed by Investors
  • 12. Overview of the ILS Market
  • 13. • Growth punctuated by significant increases when RI markets harden. • Bond durations are getting longer. Source: Artemis H. Katrina (2005) Japan/NZ EQ, Thai Floods (2011)
  • 14. • Collateralized Re* growth has accelerated in last 6 years • Coll. Re and Cat Bonds now dominate the ILS market Source: Insurance Information Institute (Aon Benfield) Collateralized Re* is similar to cat bonds where investors participate directly in (for e.g.) reinsurance programs but are private transactions and non-tradable.
  • 15. • Key Perils such as US Wind and EQ continue to dominate • Emergence of international perils + non CAT related – life and mortgage insurance losses (?!?) Source: Artemis
  • 16. • ILS has doubled its share of the global RI market since 2010 (5.4% to 11.5%) • Changes are more pronounced in property catastrophe space. Source: Insurance Information Institute (Aon Benfield)
  • 17. Pricing and Structuring of Cat Bonds
  • 18. Other parties typically involved in a Cat Bond transaction include: • Risk Modelling Firms • Investment Banks • Loss Reporting Agencies • Rating Agencies
  • 19. Simulated Hurricane Tracks Simulated Earthquake Events (Epicenters) Sources : Franco, G. (2010) “Minimization of Trigger Error in Cat-in-a-Box Parametric Earthquake Catastrophe Bonds “ * For Natural Peril premised bonds, catastrophe models are used to assess underlying base risk through stochastic simulation of natural disasters and associated economic costs.
  • 20. ExceedanceProbability Loss p RP Loss AAL • Average Annual Loss (AAL) or ‘area under the Exceedance Probability Curve’ • Return Period Losses (i.e. 1 in 200 year loss for any given year , p = 1/200 = 0.005) • XSAAL ~ contribution from events that exceed a certain loss • Uncertainty in loss estimates XSAAL
  • 21. Estimated based upon cat model output + loadings for uncertainty, expenses and profit margins. Upper Layer (Cat Bond) Lower Layers (TRI) Retention (Mooncorp) L0 L1 0 10m 100m 150m Loss ($) Return Period 500 100 5
  • 22. Parametric: • EQ Richter Scale, Cyclone Peak Wind Gust/ Central Pressure Industry Index: • Losses sustained by ‘market portfolio’ affected region Modelled Loss: • Losses for portfolio est. by Cat Models Indemnity: • Actual Claims experience of indvd. insurers Source: Swiss Re Capital Markets
  • 23. • Issuer/Sponsor participates in its own product to avoid perception of shipping out the duds’ • Limits losses to account for portfolio growth Source: Canabarro et al., Analyzing the pricing of ILS, Journal of Risk Finance 2000
  • 24. • Complex underlying commercial portfolio means high uncertainty in modelling results • Parametric trigger that accounts for distance to major EQ circumvents this issue. Source: Canabarro et al., Analyzing the pricing of ILS, Journal of Risk Finance 2000
  • 26. Source: Insurance Information Institute (Aon Benfield) Failure of Swap Counterparty
  • 27. USD 300m Source: Dahlen and Peter, Natural Catastrophes and global reinsurance: Exploring the Linkages, BIS Quart. Review, 2012 Actual losses from natural catastrophes and risk transfer in 2011.
  • 28. 984 1420 0 Dropdown Trigger Vaue Event Attachment Index Value Exceedance Probability 0.6% 1.02% 4% Event Exhaustion Key Features/Details: • Principal Amount: USD 300M • Event: Japanese EQ • Cover: Per Occurrence • Trigger Type: Parametric • Risk Period: 2 May 08 – 1 May 11 • Moody’s Rating: Ba2 • Modelling Agency: AIR • Issuer: Muteki Ltd. • Reinsured: Zenkyoren • Reporting Agent: K-NET Source: Artemis, Strong Motion Networks: K-Net Japan
  • 29. Source: Twelve Capital, Cat Eye While a number of bonds were deemed ‘at risk’ after 2011 Tohoku EQ & Tsunami, Muteki was the only bond to exhaust completely.
  • 30. Sources: Twelve Capital, Cat Eye • Did parametric index reflect best view of seismic risk? • Was bond spread of 4.4% commensurate with high uncertainty in underlying risk? • Investors were not ‘spooked’ and retained appetite for Japanese EQ risk
  • 31. Key Features/Details: • Principal Amount: USD 200M • Event: US Severe Thunderstorm • Cover: Aggregate • Trigger Type: Industry Index • Risk Period: Nov 10– Nov 11 • S&P Rating: B • Modelling Agency: AIR • Issuer: Mariah Re • Reinsured: American Family Mutual • Reporting Agent: Property Claims Services (PCS)
  • 32. • Initial estimates from PCS suggested losses unlikely to reach exhaustion point • PCS revised its estimates months later, resulting in complete exhaustion – prompting disgruntled investors to sue AIR and PCS. • The legal action threatened to open ILS Pandora’s box, challenging touted benefits of catastrophe bonds such as : – East of Settlement – Counterparty Risk – Impartiality of loss modelling and reporting agents
  • 33. • Courts found no impropriety in execution of contractual obligations • Issues with aggregation and weighting methods were flagged by certain funds (who chose not to participate) • Onus on investors to perform proper due diligence “Having gambled and lost on the weather ……Mariah now attempts to convert its unsuccessful risk venture into a game of “gotcha” on the contracts.” Sullivan J.
  • 34. Will investor appetite continue to grow?
  • 35. • Cat Bonds have historically performed well as an ‘uncorrelated’ asset class • Issues with swap counterparties (i.e. Lehman Bros) have been addressed. • Onus on investors to perform proper due diligence
  • 36. • Low interest rate environment • Influx of longer term investors (Pension Funds) • Increased investor comfort with product? • New range of products beyond natural catastrophes (ie. Longevity/ Operation risk) • Efforts to bridge protection gap /under-insurance in developing countries could push up demand
  • 37. Alexander Pui Email: alexpui8@gmail.com Linkedin : https://au.linkedin.com/in/alexander-pui- 94a33821

Editor's Notes

  1. http://slideplayer.com/slide/8077915/
  2. Legality – judgement.. Aggregate losses.