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Equity-Based Insurance Guarantees Conference Nov. 6-7, 2017 Baltimore, MD Lessons Learned: Integrated Market Risk Management of Equity-linked Insurance Guarantees Frank Zhang Sponsored by

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Page 1: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

Equity-Based Insurance Guarantees Conference

Nov. 6-7, 2017

Baltimore, MD

Lessons Learned: Integrated Market Risk Management of Equity-linked Insurance

Guarantees

Frank Zhang

Sponsored by

Page 2: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

Lessons LearnedIntegrated market risk management of equity linked insurance guarantees

Frank Zhang, CFA, FRM, FSA, MSCF, PRM

Equity-Based Insurance Guarantees Conference

Baltimore MD

1430-1530 HRS November 7, 2017

THIS PRESENTATION CONTAINS THE CURRENT OPINIONS OF THE AUTHOR AND NOT OF MY EMPLOYER METLIFE OR THE SOCIETY OF ACTUARIES. ANY SUCH OPINIONS ARE SUBJECT TO CHANGE WITHOUT NOTICE. THIS PRESENTATION IS DISTRIBUTED FOR EDUCATIONAL PURPOSES ONLY.

Page 3: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

Outline

• Integrated market risk management• Product development• Hedging/ALM solutions

2

Page 4: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

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Integrated risk management for equity linked guarantees • Two key components

#1 Reduce the expected cost of future guarantees – through product designs (the most effective)

#2 Reduce the uncertainty of cost of providing actual future guarantee claims – through hedging (sometimes the only tools)

Time 0 Hedging attempts to lock in the cost of providing guarantees

Initial option value sold= Future expected cost

Final Payoff

Unc

erta

inty

Difference between target and actual, net of hedge is breakage

#1 Pricing #2

Hedging / ALM

$Liab1 = $Liab0 (1+r) + Δ$Liab - Δ$Asset

Breakage

Feedback: hedge strategy and hedge effectiveness

Page 5: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

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Risk neutral pricing with perfect hedging (Martingale)

Time 0

Perfect hedging locks in the risk neutral cost of providing guarantees

Initial option value sold= Future expected cost

Final Payoff

$Liab1 = $Liab0 (1+r) + Δ$Liab - Δ$Asset

Breakage = 0

Page 6: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

Risk neutral pricing of derivatives

• Applied to derivatives only• Risk neutral only for the averages• Use of hedge ratio• Hedging or not?

5

Page 7: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

Hedge ratio for derivatives pricing

Risk Neutral

H-Ratio = PV of claimsPV of charges for guarantees

6

Page 8: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

7

Risk neutral pricing with perfect hedging (Martingale)

Time 0

Perfect hedging locks in the risk neutral cost of providing guarantees

Initial option value sold= Future expected cost

Final Payoff

$Liab1 = $Liab0 (1+r) + Δ$Liab - Δ$Asset

Breakage = 0

Page 9: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

Impact of hedge effectiveness in pricing

• Risk neutral pricing is defined by perfect dynamic hedge• Without hedging, risk neutral price cannot be locked in• With hedging, risk neutral might be locked in

8

Page 10: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

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Many factors affecting VA guarantee profits/risks

VA profits/risks

Risk-free rate

Hedging transaction

costs

Expected asset growth rates Asset

correlations

Implied volatility

Basis risks/ replication cost

Realized volatility

Capital needs

STAT/GAAP accounting

Complex product designs

Liquidity/ funding costs

Policyholder behavior

These are some of the most exotic, super-long dated, and hybrid derivatives ever created!

Page 11: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

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• Higher realized volatility increases cost of dynamic hedging program− Hedge cost increases during periods when underlying funds moves sharply, resulting in elevated

transaction costs and increased “buy-high-and-sell-low” round trip trades− Volatility drives cost of options− Dynamic hedging “premium” is spent gradually over the duration of the contract

Dynamic hedging boils down to gamma risk2. W

hy volatility matters

-

20,000

40,000

60,000

80,000

100,000

120,000

140,000

160,000

0 50 100 150 200 250 300 350 400

Account Value and Dynamic Hedging

Acco

unt V

alue

Time

Buy at higher and higher prices, AFTER market is up

Sell at lower and lower prices, AFTER market is down

One up-and-down-cycle

Page 12: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

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Impact of “volatility” on option value

Forward-looking cost

Driver: implied volatility

Backward-looking cost

Driver: realized volatility

FAS133 MTM Vega impactAttribution: Gamma cost

Now

FuturePast

This is the art and science of hedging attribution of Gamma, Theta, and Vega

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Page 14: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

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• Cash account approach• Asset and liability accounts, including interim cash flows and interest rate

accruals• Asset starts with initial option price premium• Liability starts with Marked-to-Market value of time zero risk neutral

expected claims• In perfect hedging under Black-Scholes conditions, assets (including hedging

G/L) = liabilities at all time• Updated value at liability account is always matched by the opposite amount

at asset account• In imperfect environment, hedge breakages reduce hedge effectiveness

Two ways to view a dynamic hedging program: #1 Cash account

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Dynamic replications– Whether or not market goes up or down

• Example of a derivatives block with $5M option value • Two paths of market performance of replicating strategies• Whether or not market goes up or down – the hedging is to track against the change in liability with small net

P/L

-

20,000

40,000

60,000

80,000

100,000

120,000

140,000

160,000

-

5,000,000

10,000,000

15,000,000

20,000,000

25,000,000

30,000,000

0 100 200 300 400 500

Acco

unt V

alue

Dynamic Hedge Performance (Hedging Target vs. Hedge Assets)

Option Value Cum Futures G/(L) + PV of Option Premium Account Value

Weeks

Hed

ged

targ

et v

s. H

edgi

ng A

sset

s

AV

Hedged Target = GMAB Liability

Hedging Assets = Prem + P/L

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• Martingale approach• Liability account plus hedging G/L• Liability starts with Marked-to-Market value of time zero risk neutral

expected claims (= option premium)• In perfect hedging under Black-Scholes conditions, liabilities + hedging G/L

stay the same all the time• All values in all times grow at risk free rate, or PV to time zero at initial value• In imperfect environment, hedge breakages reduce hedge effectiveness

Two ways to view a dynamic hedging program: #2 Martingale

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Derivatives Martingale pricing is validated via dynamic hedging

Time 0 Hedging to lock in the cost of providing guarantees

Initial option value sold = Option premium = Expected future cost

Final Payoff

Unc

erta

inty

Difference between target and actual net of hedge is breakage

$Liab1 = $Liab0 (1+r) + Δ$Liab - Δ$Asset

Breakage

Cost of guarantees = The expected cost of future guarantees, based on RN valuation.

Cost of hedging (hedge breakage) = Additional cost of future claims, net of hedge results.

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What is the relationships between pricing and hedging?

Market drivers LuckAssumptions BetProduct design Actions

Every repricing can be attributed into three components

Page 19: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

Confidential – for internal use only

18

Pricing sensitivity and hedging

• Hedging (after products are sold) is NOT to cure the already low rate environment

24%

14%

15%

7%

No Hedge With Hedged

25bps drop in rates

VULWL except Today Plan

When policies are issued at lower rates, hedging only locks-in the profitability at the lower level (e.g. interest rate hedging is to prevent future interest rate drop)❶ Profitability before market crash❷ Profitability after 25 bps swap rate shock down❸ Profitability after locking-in the shocked swap rate

1

2

3

Profitability (hypothetical case)

Page 20: Lessons Learned: Integrated Market Risk Management of ... · • Product development • Hedging/ALM solutions 2. 3 Integrated risk management for equity linked guarantees • Two

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VA risk management best practice – integrated risk management

• Two key components#1 Reduce the expected cost of future guarantees – through product designs

#2 Reduce the uncertainty of cost of providing actual future guarantee claims – through hedging

Time 0 Hedging to lock in the cost of providing guarantees

Initial option value sold= Future expected cost

Final Payoff

Unc

erta

inty

Difference between target and actual, net of hedge is breakage

Part #1 Part #2

$Liab1 = $Liab0 (1+r) + Δ$Liab - Δ$Asset

Breakage