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Beware of the Tail
Phelim P. Boyle1
1School of Business and Economics
Wilfrid Laurier University
29 July 2016
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 1 / 24
Thanks to Kevin Fan and Charlene Liu for research assistance
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 2 / 24
Outline
1 Investment Guarantees
2 Optimal Contract Design
3 Risk Managment of Guarantees
4 Put Option Returns
5 Buffett’s Put Options
6 Actuarial Approaches in UK and Canada
7 Summary
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 3 / 24
Investment Guarantees
1960’s and 1970’s rise of equity linked products
Strong demand for guarantees
Simplest guarantee money back at maturity
Long position in portfolio plus a put option
Risk management has proved a challenge
Actuarial thinking has evolved
Nowadays some guarantees are very complicated
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 4 / 24
Optimal Contract Design
Assume investors maximize their expected utility
Two assets: risk free asset and market index
Risky asset has lognormal returns
Assume CRRA utility
Can compute optimal payoff in closed form
Payoff profile depends on investors risk aversion
Plot payoff against market index
It does not correspond to long stock plus put profile
Hence maturity guarantee is not optimal in this framework
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 5 / 24
Notation
CPRA utility function: u(w) = 1
1−ρw1−ρ, ρ is risk aversion
parameter; w denotes wealth
Index returns follow lognormal i.i.d distribution with mean µ and
variance σ2; rf is the risk free rate
dS
S
= µdt + σdz (1)
Merton ration α = µ−rf
ρσ2
Optimal payoff ˆX; optimal return ˆR =
ˆX
w
ˆR = e(1−α)(r+1
2
ασ2)T
Rα
T (2)
where RT = ST /S0
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 6 / 24
Parameters
Parameter Value
µ 0.08
rf 0.035
σ 0.15
T 5
Initial wealth 1
S0 1
K 1
ρ 1, 2, 5, 10
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 7 / 24
Optimal Payoffs with Different ρ and Maturity Guarantee
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2
0
0.5
1
1.5
2
2.5
3
3.5
Index Return R
PotfolioPayoffx
Payoff of an Optimal Portfolio and Maturity Guarantees
Put option and Long Index
ρ = 1
ρ = 2
ρ =5
ρ=10
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 8 / 24
A Simpler Contract
Previous payoff assumed continuous trading
Not feasible for retail investor
Suppose we just make initial investment choice
Optimal buy and hold strategy to maximize expected utility
Agent invests some in the index balance in the risk free asset
This also dominates the standard maturity guarantee
Preference model or return model too simple?
The contracts from insurance companies have high transaction costs
This adds to the puzzle
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 9 / 24
Risk Managment of Guarantees
Hold adequate capital
Hedge the risks using option approach
Transfer the risk to a third party
Reinsurance or investment bank
Or buy the options from Berkshire Hathaway?
Modify the contract design
Combination approach
Ignore. Surely not
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 10 / 24
Distribution of Put Options
Consider distribution of put option on market under P measure
Put option pays when the market is down
From consumption CAPM, we expect put to have low risk premium
Put option expected returns are less than the risk free rate
Noted in the literature by Coval and Shumway (2001), Journal of
Finance
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 11 / 24
Expected Return on Put Options
Table: Expected Return on Put(p.a.);
Assume S0 = K = 100, T = 5, rf = 0.035, σ = 0.15
µ Expected return on put
0.04 0.0136
0.05 -0.0314
0.06 -0.0795
0.07 -0.1307
0.08 -0.1851
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 12 / 24
Moments of Return on Put Option
Assume S0 = K = 100, T = 5, rf = 0.035, σ = 0.15, µ = 0.08
Moments Value
Expected return of put option -0.6037
Standard Deviation 1.2114
Skewness 3.6888
Kurtosis 17.6344
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 13 / 24
Berkshire Put Options
Entered into equity put transactions between 2004 to 2008, majority
trades were executed between 2004 and 2007;
Sold over-the-counter European put options with maturities of 15 to
20 years
Underlying index: S&P 500, EuroStoxx 50, FTSE 100 and Nikkei 225
Berkshire collected $4.9 billion in premiums
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 14 / 24
Buffett’s Put Options
2008 shareholder letter:
Notional value of the put options totalled $37.1 billion
Recorded put liability $10 billion or a mark-to-market loss of $5.1 billion
2010 shareholder letter:
8 of 47 equity contracts were unwound, left 39 short equity index put
contracts
Received $647 million for selling those puts and paid $425 million to
get out of those obligations
2011 shareholder letter:
Book value of put liability was $ 8.5 billion
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 15 / 24
Features of Buffett’s Put Options
Many features of contracts to Berkshire’s advantage
Contracts had no margin requirements
During crisis Berkshire did not have to post margin
In 2009, Berkshire’s CDS rates skyrocketed
The perceived default risk of Berkshire increased
Puts were European with long maturities
Written on indices so filtered out ailing companies
Berkshire’s insurance float uncorrelated with market
No capital requirements for writing the puts
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 16 / 24
Put values for h=.002
0 5 10 15
6
7
8
9
10
11
12
Time to maturity
Optionprices
Black Scholes put
Vulnerable put h=.002
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 17 / 24
Put values for h=.050
0 5 10 15
5
6
7
8
9
10
11
12
Time to maturity
Optionprices
Black Scholes put
Vulnerable put h=.05
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 18 / 24
UK Maturity Guarantees
Working Party set up in 1977
To recommend bases of reserving for investment guarantees
Actuarial and non-actuarial literature to be considered
Report recommended setting up reserves based on ruin probabilities
Based on Wilkie Model
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 19 / 24
UK Maturity Guarantees
WP had access to option pricing papers
WP reached varying degrees of confidence that the mathematics in
these papers was sound
WP concluded there were serious practical disadvantages in the
approach
Worried about model error
Concerned that all hedging trades in same direction
Recommended no reduction in reserves for hedging
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 20 / 24
Why UK did not adopt option approach?
Some of WP concerns were valid
Papers available to WP were not very accessible
Stochastic calculus difficult
Technology not then available (Uber)
Suitable investments did not exist then
Actuarial conservatism
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 21 / 24
CIA Segregated Funds Task Force
Set up in 1999 reported in 2001
Strongly advocated stochastic models
Move to stochastic approach via factors
Minimum capital requirements based on the tail risk
Introduced hidden Markov Model (in time for the crisis)
Also introduced CTE, a coherent risk measure
Report had immediate impact on actuarial practice
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 22 / 24
Comparison of Lognormal and RSLN CTE’s
Table: Comparison of CTE under Lognormal and RSLN Based on Same Data
S0 = K = 100, T = 5, h = 5, µ = 0.08, σ = 0.15, rf = 0.035
CTE(0.90) CTE(0.95) CTE(0.975)
Ratio ( RSLN(CTE)
Lognormal(CTE)) 1.6592 1.5072 1.4397
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 23 / 24
Summary
Guarantees important in equity linked contracts
Risk management: ongoing challenge for actuaries
Academic research has been helpful in this task
Need to communicate with practitioners
Puzzle of optimality
Analyzed put options returns
Berkshire puts
Other topics
Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 24 / 24

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BoyleBT9g

  • 1. Beware of the Tail Phelim P. Boyle1 1School of Business and Economics Wilfrid Laurier University 29 July 2016 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 1 / 24
  • 2. Thanks to Kevin Fan and Charlene Liu for research assistance Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 2 / 24
  • 3. Outline 1 Investment Guarantees 2 Optimal Contract Design 3 Risk Managment of Guarantees 4 Put Option Returns 5 Buffett’s Put Options 6 Actuarial Approaches in UK and Canada 7 Summary Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 3 / 24
  • 4. Investment Guarantees 1960’s and 1970’s rise of equity linked products Strong demand for guarantees Simplest guarantee money back at maturity Long position in portfolio plus a put option Risk management has proved a challenge Actuarial thinking has evolved Nowadays some guarantees are very complicated Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 4 / 24
  • 5. Optimal Contract Design Assume investors maximize their expected utility Two assets: risk free asset and market index Risky asset has lognormal returns Assume CRRA utility Can compute optimal payoff in closed form Payoff profile depends on investors risk aversion Plot payoff against market index It does not correspond to long stock plus put profile Hence maturity guarantee is not optimal in this framework Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 5 / 24
  • 6. Notation CPRA utility function: u(w) = 1 1−ρw1−ρ, ρ is risk aversion parameter; w denotes wealth Index returns follow lognormal i.i.d distribution with mean µ and variance σ2; rf is the risk free rate dS S = µdt + σdz (1) Merton ration α = µ−rf ρσ2 Optimal payoff ˆX; optimal return ˆR = ˆX w ˆR = e(1−α)(r+1 2 ασ2)T Rα T (2) where RT = ST /S0 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 6 / 24
  • 7. Parameters Parameter Value µ 0.08 rf 0.035 σ 0.15 T 5 Initial wealth 1 S0 1 K 1 ρ 1, 2, 5, 10 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 7 / 24
  • 8. Optimal Payoffs with Different ρ and Maturity Guarantee 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 0 0.5 1 1.5 2 2.5 3 3.5 Index Return R PotfolioPayoffx Payoff of an Optimal Portfolio and Maturity Guarantees Put option and Long Index ρ = 1 ρ = 2 ρ =5 ρ=10 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 8 / 24
  • 9. A Simpler Contract Previous payoff assumed continuous trading Not feasible for retail investor Suppose we just make initial investment choice Optimal buy and hold strategy to maximize expected utility Agent invests some in the index balance in the risk free asset This also dominates the standard maturity guarantee Preference model or return model too simple? The contracts from insurance companies have high transaction costs This adds to the puzzle Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 9 / 24
  • 10. Risk Managment of Guarantees Hold adequate capital Hedge the risks using option approach Transfer the risk to a third party Reinsurance or investment bank Or buy the options from Berkshire Hathaway? Modify the contract design Combination approach Ignore. Surely not Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 10 / 24
  • 11. Distribution of Put Options Consider distribution of put option on market under P measure Put option pays when the market is down From consumption CAPM, we expect put to have low risk premium Put option expected returns are less than the risk free rate Noted in the literature by Coval and Shumway (2001), Journal of Finance Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 11 / 24
  • 12. Expected Return on Put Options Table: Expected Return on Put(p.a.); Assume S0 = K = 100, T = 5, rf = 0.035, σ = 0.15 µ Expected return on put 0.04 0.0136 0.05 -0.0314 0.06 -0.0795 0.07 -0.1307 0.08 -0.1851 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 12 / 24
  • 13. Moments of Return on Put Option Assume S0 = K = 100, T = 5, rf = 0.035, σ = 0.15, µ = 0.08 Moments Value Expected return of put option -0.6037 Standard Deviation 1.2114 Skewness 3.6888 Kurtosis 17.6344 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 13 / 24
  • 14. Berkshire Put Options Entered into equity put transactions between 2004 to 2008, majority trades were executed between 2004 and 2007; Sold over-the-counter European put options with maturities of 15 to 20 years Underlying index: S&P 500, EuroStoxx 50, FTSE 100 and Nikkei 225 Berkshire collected $4.9 billion in premiums Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 14 / 24
  • 15. Buffett’s Put Options 2008 shareholder letter: Notional value of the put options totalled $37.1 billion Recorded put liability $10 billion or a mark-to-market loss of $5.1 billion 2010 shareholder letter: 8 of 47 equity contracts were unwound, left 39 short equity index put contracts Received $647 million for selling those puts and paid $425 million to get out of those obligations 2011 shareholder letter: Book value of put liability was $ 8.5 billion Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 15 / 24
  • 16. Features of Buffett’s Put Options Many features of contracts to Berkshire’s advantage Contracts had no margin requirements During crisis Berkshire did not have to post margin In 2009, Berkshire’s CDS rates skyrocketed The perceived default risk of Berkshire increased Puts were European with long maturities Written on indices so filtered out ailing companies Berkshire’s insurance float uncorrelated with market No capital requirements for writing the puts Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 16 / 24
  • 17. Put values for h=.002 0 5 10 15 6 7 8 9 10 11 12 Time to maturity Optionprices Black Scholes put Vulnerable put h=.002 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 17 / 24
  • 18. Put values for h=.050 0 5 10 15 5 6 7 8 9 10 11 12 Time to maturity Optionprices Black Scholes put Vulnerable put h=.05 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 18 / 24
  • 19. UK Maturity Guarantees Working Party set up in 1977 To recommend bases of reserving for investment guarantees Actuarial and non-actuarial literature to be considered Report recommended setting up reserves based on ruin probabilities Based on Wilkie Model Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 19 / 24
  • 20. UK Maturity Guarantees WP had access to option pricing papers WP reached varying degrees of confidence that the mathematics in these papers was sound WP concluded there were serious practical disadvantages in the approach Worried about model error Concerned that all hedging trades in same direction Recommended no reduction in reserves for hedging Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 20 / 24
  • 21. Why UK did not adopt option approach? Some of WP concerns were valid Papers available to WP were not very accessible Stochastic calculus difficult Technology not then available (Uber) Suitable investments did not exist then Actuarial conservatism Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 21 / 24
  • 22. CIA Segregated Funds Task Force Set up in 1999 reported in 2001 Strongly advocated stochastic models Move to stochastic approach via factors Minimum capital requirements based on the tail risk Introduced hidden Markov Model (in time for the crisis) Also introduced CTE, a coherent risk measure Report had immediate impact on actuarial practice Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 22 / 24
  • 23. Comparison of Lognormal and RSLN CTE’s Table: Comparison of CTE under Lognormal and RSLN Based on Same Data S0 = K = 100, T = 5, h = 5, µ = 0.08, σ = 0.15, rf = 0.035 CTE(0.90) CTE(0.95) CTE(0.975) Ratio ( RSLN(CTE) Lognormal(CTE)) 1.6592 1.5072 1.4397 Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 23 / 24
  • 24. Summary Guarantees important in equity linked contracts Risk management: ongoing challenge for actuaries Academic research has been helpful in this task Need to communicate with practitioners Puzzle of optimality Analyzed put options returns Berkshire puts Other topics Phelim P. Boyle (Wilfrid Laurier University) Beware of the Tail 29 July 2016 24 / 24