Revisiting the Risk-Neutral Approach to Optimal Policyholder Behavior: A Study of Withdrawal Guarantees in Variable Annuities 1

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Revisiting the Risk-Neutral Approach to Optimal Policyholder Behavior: A Study of Withdrawal Guarantees in Variable Annuities 1 Daniel Bauer Department of Risk Management and Insurance Georgia State University Email: dbauer@gsu.edu 47th Actuarial Research Conference 1 We gratefully acknowledge financial support from the Society of Actuaries (CAE grant).

Page 2 / 24 Introduction 1 Introduction 2 Risk-Neutral Valuation from Policyholder s Perspective 3 Empirical Analysis of Prudential s ASL II 4 Implications for Product Design: Neg. Option Values 5 Conclusions

Page 3 / 24 Introduction Motivation Exercise-dependent features in personal savings products increasingly popular Surrender options Grosen and Jørgensen, IME 2000 Zaglauer and Bauer, IME 2008 Withdrawal guarantees in Variable Annuities (VA) Milevsky and Salisbury, IME 2006 Dai et al., MathFin 2007 Bauer et al., ASTIN 2008 GMWB for Life Steinorth and Mitchell, 2011 Real option to transfer between subaccounts Ulm, JRI 2006 Policyholder behavior can affect valuation tremendously Kling et al., 2011

Page 3 / 24 Introduction Motivation Exercise-dependent features in personal savings products increasingly popular Surrender options Grosen and Jørgensen, IME 2000 Zaglauer and Bauer, IME 2008 Withdrawal guarantees in Variable Annuities (VA) Milevsky and Salisbury, IME 2006 Dai et al., MathFin 2007 Bauer et al., ASTIN 2008 GMWB for Life Steinorth and Mitchell, 2011 Real option to transfer between subaccounts Ulm, JRI 2006 Policyholder behavior can affect valuation tremendously Kling et al., 2011

Page 4 / 24 Introduction Motivation Actuarial literature: optimal exercise based on arbitrage-pricing Inconsistent with empirically observed patterns and prices Reasons: arbitrage pricing assumptions may be violated Life insurance market incomplete Cannot sell or repurchase policies at risk-neutral value Withdrawing means possibly giving up guarantees and other benefits Market frictions Taxation differs (1) between policyholder and company, and (2) across policyholder s investment options Ex.: Variable Annuities grow tax-deferred Consider poster-child of exercise-dependent features Withdrawal guarantees in Variable Annuities But: General methodology applies to various personalized savings products with guarantees

Page 4 / 24 Introduction Motivation Actuarial literature: optimal exercise based on arbitrage-pricing Inconsistent with empirically observed patterns and prices Reasons: arbitrage pricing assumptions may be violated Life insurance market incomplete Cannot sell or repurchase policies at risk-neutral value Withdrawing means possibly giving up guarantees and other benefits Market frictions Taxation differs (1) between policyholder and company, and (2) across policyholder s investment options Ex.: Variable Annuities grow tax-deferred Consider poster-child of exercise-dependent features Withdrawal guarantees in Variable Annuities But: General methodology applies to various personalized savings products with guarantees

Page 4 / 24 Introduction Motivation Actuarial literature: optimal exercise based on arbitrage-pricing Inconsistent with empirically observed patterns and prices Reasons: arbitrage pricing assumptions may be violated Life insurance market incomplete Cannot sell or repurchase policies at risk-neutral value Withdrawing means possibly giving up guarantees and other benefits Market frictions Taxation differs (1) between policyholder and company, and (2) across policyholder s investment options Ex.: Variable Annuities grow tax-deferred Consider poster-child of exercise-dependent features Withdrawal guarantees in Variable Annuities But: General methodology applies to various personalized savings products with guarantees

Page 5 / 24 Introduction Motivation Recent troubles for insurers in US Variable Annuity market: The Hartford accepted $3.4B in TARP money ING USA downgraded to A after announcing $1.1B earnings charge against VAs Many insurers increased guarantee fees or dropped out of VA market Similar problems in Japan Sumitomo Life forced to increase capital stock on Japanese VA portfolio Several large insurers withdrew from Japanese VA market The problem of the current (Japanese) VA market is not lack of demand, but lack of supply from willing insurers. (Watson Wyatt)

Page 5 / 24 Introduction Motivation Recent troubles for insurers in US Variable Annuity market: The Hartford accepted $3.4B in TARP money ING USA downgraded to A after announcing $1.1B earnings charge against VAs Many insurers increased guarantee fees or dropped out of VA market Similar problems in Japan Sumitomo Life forced to increase capital stock on Japanese VA portfolio Several large insurers withdrew from Japanese VA market The problem of the current (Japanese) VA market is not lack of demand, but lack of supply from willing insurers. (Watson Wyatt)

Page 6 / 24 Introduction Motivation Variable Annuities (VA) Popular long-term investment option (in U.S.) Grow tax-deferred Investment in stock portfolio / mutual fund Risky payout profile Guaranteed Minimum Benefits available for downside protection Guaranteed Minimum Withdrawal Benefit (GMWB) Option to withdraw initial investment over time, regardless of account performance

Page 6 / 24 Introduction Motivation Variable Annuities (VA) Popular long-term investment option (in U.S.) Grow tax-deferred Investment in stock portfolio / mutual fund Risky payout profile Guaranteed Minimum Benefits available for downside protection Guaranteed Minimum Withdrawal Benefit (GMWB) Option to withdraw initial investment over time, regardless of account performance

Page 7 / 24 Introduction Motivation Simple example: Policyholder invests $100K in mutual fund with insurer for 15 years Right (but not obligation) to withdraw $7K each year Until $100K have been withdrawn on aggregate Can withdraw more than $7K, only if account value permits (and fee may apply) Pay 50 bps of account value in guarantee fees annually At death: bequestors receive account value If alive at maturity: receive account value Previous literature, based on RNV: Optimal to Keep withdrawing guaranteed amount Surrender when VA account value large, to avoid guarantee fees Derived prices significantly above market rates This is not what we find!

Page 7 / 24 Introduction Motivation Simple example: Policyholder invests $100K in mutual fund with insurer for 15 years Right (but not obligation) to withdraw $7K each year Until $100K have been withdrawn on aggregate Can withdraw more than $7K, only if account value permits (and fee may apply) Pay 50 bps of account value in guarantee fees annually At death: bequestors receive account value If alive at maturity: receive account value Previous literature, based on RNV: Optimal to Keep withdrawing guaranteed amount Surrender when VA account value large, to avoid guarantee fees Derived prices significantly above market rates This is not what we find!

Page 7 / 24 Introduction Motivation Simple example: Policyholder invests $100K in mutual fund with insurer for 15 years Right (but not obligation) to withdraw $7K each year Until $100K have been withdrawn on aggregate Can withdraw more than $7K, only if account value permits (and fee may apply) Pay 50 bps of account value in guarantee fees annually At death: bequestors receive account value If alive at maturity: receive account value Previous literature, based on RNV: Optimal to Keep withdrawing guaranteed amount Surrender when VA account value large, to avoid guarantee fees Derived prices significantly above market rates This is not what we find!

Page 8 / 24 Introduction Motivation Life-cycle model to address market incompleteness Results driven by Subjective Value Maximization Taxation matters See Moenig and Bauer (2011), presented at ARC 46 This paper: Risk-neutral valuation from policyholder s perspective Develop valuation framework with differing tax schemes Apply to VA + GMWB contracts Consideration of taxes alone explains concurrent market rates

Page 8 / 24 Introduction Motivation Life-cycle model to address market incompleteness Results driven by Subjective Value Maximization Taxation matters See Moenig and Bauer (2011), presented at ARC 46 This paper: Risk-neutral valuation from policyholder s perspective Develop valuation framework with differing tax schemes Apply to VA + GMWB contracts Consideration of taxes alone explains concurrent market rates

Page 9 / 24 Risk-Neutral Valuation from Policyholder s Perspective 1 Introduction 2 Risk-Neutral Valuation from Policyholder s Perspective Valuation of Cash-Flows with Differing Taxation Schemes Optimal Withdrawal Behavior 3 Empirical Analysis of Prudential s ASL II 4 Implications for Product Design: Neg. Option Values 5 Conclusions

Page 10 / 24 Risk-Neutral Valuation from Policyholder s Perspective Valuation of Cash-Flows with Differing Taxation Schemes Cash-flow taxed differently than replicating portfolio Ross, JPE 1986: No universal pricing measure Valuation of cash-flows locally (i.e. agent-specific / subjective) I develop subjective valuation approach, allowing for different assets with differing tax treatments Assume complete pre-tax market Determine time-t value (X t) of post-tax cash flow X t+1 Define Xt as amount needed to attain X t+1, after taxes Calculate pre-tax amount at time t + 1 that yields Xt+1 after taxes Discount to time t with (unique) pre-tax measure Q Proposition 1. Any post-tax cash flow X t+1 can be valued uniquely at time t as [ ] X t = E Q Bt t (X t+1 ) + κ [ ] B t+1 1 κ Bt EQ t (X t+1 X t) +. (1) B t+1

Page 10 / 24 Risk-Neutral Valuation from Policyholder s Perspective Valuation of Cash-Flows with Differing Taxation Schemes Cash-flow taxed differently than replicating portfolio Ross, JPE 1986: No universal pricing measure Valuation of cash-flows locally (i.e. agent-specific / subjective) I develop subjective valuation approach, allowing for different assets with differing tax treatments Assume complete pre-tax market Determine time-t value (X t) of post-tax cash flow X t+1 Define Xt as amount needed to attain X t+1, after taxes Calculate pre-tax amount at time t + 1 that yields Xt+1 after taxes Discount to time t with (unique) pre-tax measure Q Proposition 1. Any post-tax cash flow X t+1 can be valued uniquely at time t as [ ] X t = E Q Bt t (X t+1 ) + κ [ ] B t+1 1 κ Bt EQ t (X t+1 X t) +. (1) B t+1

Page 10 / 24 Risk-Neutral Valuation from Policyholder s Perspective Valuation of Cash-Flows with Differing Taxation Schemes Cash-flow taxed differently than replicating portfolio Ross, JPE 1986: No universal pricing measure Valuation of cash-flows locally (i.e. agent-specific / subjective) I develop subjective valuation approach, allowing for different assets with differing tax treatments Assume complete pre-tax market Determine time-t value (X t) of post-tax cash flow X t+1 Define Xt as amount needed to attain X t+1, after taxes Calculate pre-tax amount at time t + 1 that yields Xt+1 after taxes Discount to time t with (unique) pre-tax measure Q Proposition 1. Any post-tax cash flow X t+1 can be valued uniquely at time t as [ ] X t = E Q Bt t (X t+1 ) + κ [ ] B t+1 1 κ Bt EQ t (X t+1 X t) +. (1) B t+1

Page 11 / 24 Risk-Neutral Valuation from Policyholder s Perspective Optimal Withdrawal Behavior 400 Optimal Withdrawals: t = 10, H t = G ṫ = 100. (in 1000) 350 300 w t No Taxes w t max(guarantee,x t ) 250 w t * 200 150 100 50 7 0 0 50 100 150 200 250 300 350 400 X t

Page 12 / 24 Risk-Neutral Valuation from Policyholder s Perspective Optimal Withdrawal Behavior, cont d Accounting for taxation has tremendous impact With Taxes W/o Taxes E Q [Fees] 5, 708 3, 299 E Q [Excess-Fee] 162 10 E Q [GMWB] 2, 094 3, 163 E[agg. w/d] 19, 240 191, 320 P(G T == 0) 9.3% 83.6% P(G T < P 0) 13.0% 88.7%

Page 13 / 24 Empirical Analysis of Prudential s ASL II 1 Introduction 2 Risk-Neutral Valuation from Policyholder s Perspective 3 Empirical Analysis of Prudential s ASL II Product Description Results 4 Implications for Product Design: Neg. Option Values 5 Conclusions

Page 14 / 24 Empirical Analysis of Prudential s ASL II Product Description Implement VA offered in U.S. market ASL II by Prudential Annuities Life Assurance Corporation Key differences to simple GMWB example Charges of 165 bps (of account value) p.a. (for M&E risk and Admin.) Basic death benefit included GMWB eligible for additional 35 bps p.a. Includes step-up option At maturity or death of PH: option to receive remaining benefits base, annuitized with zero interest Guarantee fee waived after 7 years, if no withdrawals are made Investment in riskiest eligible fund: Pro Fund VP Bull Returns similar to S&P500 Implement optimization with subjective RNV approach

Page 14 / 24 Empirical Analysis of Prudential s ASL II Product Description Implement VA offered in U.S. market ASL II by Prudential Annuities Life Assurance Corporation Key differences to simple GMWB example Charges of 165 bps (of account value) p.a. (for M&E risk and Admin.) Basic death benefit included GMWB eligible for additional 35 bps p.a. Includes step-up option At maturity or death of PH: option to receive remaining benefits base, annuitized with zero interest Guarantee fee waived after 7 years, if no withdrawals are made Investment in riskiest eligible fund: Pro Fund VP Bull Returns similar to S&P500 Implement optimization with subjective RNV approach

Page 14 / 24 Empirical Analysis of Prudential s ASL II Product Description Implement VA offered in U.S. market ASL II by Prudential Annuities Life Assurance Corporation Key differences to simple GMWB example Charges of 165 bps (of account value) p.a. (for M&E risk and Admin.) Basic death benefit included GMWB eligible for additional 35 bps p.a. Includes step-up option At maturity or death of PH: option to receive remaining benefits base, annuitized with zero interest Guarantee fee waived after 7 years, if no withdrawals are made Investment in riskiest eligible fund: Pro Fund VP Bull Returns similar to S&P500 Implement optimization with subjective RNV approach

Page 15 / 24 Empirical Analysis of Prudential s ASL II Results Benchσ = 20% r = 3% κ = 20% r = 3% No mark σ = 20% Taxes Including GMWB E Q [Guarantee] 4,161 9,992 16,866 22,060 7,768 1,484 E Q [Fees] 11,140 19,692 22,480 23,809 22,379 3,286 E Q [Net Profit] 6,979 9,700 5,614 1,748 14,611 1,802 Surrender Rate 75.2% 37.0% 19.4% 20.1% 21.0% 92.0% Without GMWB E Q [Guarantee] 799 1,202 1,870 2,535 922 41 E Q [Fees] 8,579 8,858 9,485 9,702 12,884 1,636 E Q [Net Profit] 7,780 7,657 7,615 7,167 11,962 1,596 Surrender Rate 88.2% 84.5% 79.2% 74.1% 75.1% 99.2% E Q [GMWB] -802 2,044-2,001-5,419 2,648 206

Page 16 / 24 Empirical Analysis of Prudential s ASL II Results Insurer collects decent surplus in both cases Benchmark case: ca. 7% of initial investment Might be used to cover administrative costs and other expenses 35 bps roughly fair price for GMWB Results sensitive to financial market parameters Significant loss when interest rates low and volatility high Might explain modifications of GMWBs and discontinuation of many VA products in recent years Without taxes: PH surrenders almost immidiately Why invest in VA in the first place? High surrender rate PH withdraws when guarantee out of money Tax-deferred growth not generally worth 165 bps Also: time to maturity and income tax rate matter little

Page 16 / 24 Empirical Analysis of Prudential s ASL II Results Insurer collects decent surplus in both cases Benchmark case: ca. 7% of initial investment Might be used to cover administrative costs and other expenses 35 bps roughly fair price for GMWB Results sensitive to financial market parameters Significant loss when interest rates low and volatility high Might explain modifications of GMWBs and discontinuation of many VA products in recent years Without taxes: PH surrenders almost immidiately Why invest in VA in the first place? High surrender rate PH withdraws when guarantee out of money Tax-deferred growth not generally worth 165 bps Also: time to maturity and income tax rate matter little

Page 16 / 24 Empirical Analysis of Prudential s ASL II Results Insurer collects decent surplus in both cases Benchmark case: ca. 7% of initial investment Might be used to cover administrative costs and other expenses 35 bps roughly fair price for GMWB Results sensitive to financial market parameters Significant loss when interest rates low and volatility high Might explain modifications of GMWBs and discontinuation of many VA products in recent years Without taxes: PH surrenders almost immidiately Why invest in VA in the first place? High surrender rate PH withdraws when guarantee out of money Tax-deferred growth not generally worth 165 bps Also: time to maturity and income tax rate matter little

Page 16 / 24 Empirical Analysis of Prudential s ASL II Results Insurer collects decent surplus in both cases Benchmark case: ca. 7% of initial investment Might be used to cover administrative costs and other expenses 35 bps roughly fair price for GMWB Results sensitive to financial market parameters Significant loss when interest rates low and volatility high Might explain modifications of GMWBs and discontinuation of many VA products in recent years Without taxes: PH surrenders almost immidiately Why invest in VA in the first place? High surrender rate PH withdraws when guarantee out of money Tax-deferred growth not generally worth 165 bps Also: time to maturity and income tax rate matter little

Page 16 / 24 Empirical Analysis of Prudential s ASL II Results Insurer collects decent surplus in both cases Benchmark case: ca. 7% of initial investment Might be used to cover administrative costs and other expenses 35 bps roughly fair price for GMWB Results sensitive to financial market parameters Significant loss when interest rates low and volatility high Might explain modifications of GMWBs and discontinuation of many VA products in recent years Without taxes: PH surrenders almost immidiately Why invest in VA in the first place? High surrender rate PH withdraws when guarantee out of money Tax-deferred growth not generally worth 165 bps Also: time to maturity and income tax rate matter little

Page 16 / 24 Empirical Analysis of Prudential s ASL II Results Insurer collects decent surplus in both cases Benchmark case: ca. 7% of initial investment Might be used to cover administrative costs and other expenses 35 bps roughly fair price for GMWB Results sensitive to financial market parameters Significant loss when interest rates low and volatility high Might explain modifications of GMWBs and discontinuation of many VA products in recent years Without taxes: PH surrenders almost immidiately Why invest in VA in the first place? High surrender rate PH withdraws when guarantee out of money Tax-deferred growth not generally worth 165 bps Also: time to maturity and income tax rate matter little

Page 17 / 24 Implications for Product Design: Neg. Option Values 1 Introduction 2 Risk-Neutral Valuation from Policyholder s Perspective 3 Empirical Analysis of Prudential s ASL II 4 Implications for Product Design: Neg. Option Values Mechanics Description Results 5 Conclusions

Page 18 / 24 Implications for Product Design: Neg. Option Values Conventional wisdom: options have non-negative value Option holder cannot be worse off than without the option Issuer responsible for payout when option is exercised Assumes both parties have identical value functions Not true in many personal savings products Incomplete market Preferential tax treatment of underlying investments Investor s optimal exercise strategy no longer worst-case for issuer Decisions affected by preferences and/or taxation True even if investor is value maximizer Negative option values become possible

Page 18 / 24 Implications for Product Design: Neg. Option Values Conventional wisdom: options have non-negative value Option holder cannot be worse off than without the option Issuer responsible for payout when option is exercised Assumes both parties have identical value functions Not true in many personal savings products Incomplete market Preferential tax treatment of underlying investments Investor s optimal exercise strategy no longer worst-case for issuer Decisions affected by preferences and/or taxation True even if investor is value maximizer Negative option values become possible

Page 18 / 24 Implications for Product Design: Neg. Option Values Conventional wisdom: options have non-negative value Option holder cannot be worse off than without the option Issuer responsible for payout when option is exercised Assumes both parties have identical value functions Not true in many personal savings products Incomplete market Preferential tax treatment of underlying investments Investor s optimal exercise strategy no longer worst-case for issuer Decisions affected by preferences and/or taxation True even if investor is value maximizer Negative option values become possible

Page 18 / 24 Implications for Product Design: Neg. Option Values Conventional wisdom: options have non-negative value Option holder cannot be worse off than without the option Issuer responsible for payout when option is exercised Assumes both parties have identical value functions Not true in many personal savings products Incomplete market Preferential tax treatment of underlying investments Investor s optimal exercise strategy no longer worst-case for issuer Decisions affected by preferences and/or taxation True even if investor is value maximizer Negative option values become possible

Page 19 / 24 Implications for Product Design: Neg. Option Values Mechanics Suppose presence of one option affects exercise of other (explicit or implicit) options Marginal value of option may depend on investor s portfolio Value can be much smaller than option payout Combined options cheaper than sum of individual option prices See e.g. Bauer et al., ASTIN 2008 True even under arbitrage pricing Nonetheless: Marginal option value cannot be negative Taxation introduces third party: government Third party cannot affect exercise behavior directly Stands to gain or lose from option

Page 19 / 24 Implications for Product Design: Neg. Option Values Mechanics Suppose presence of one option affects exercise of other (explicit or implicit) options Marginal value of option may depend on investor s portfolio Value can be much smaller than option payout Combined options cheaper than sum of individual option prices See e.g. Bauer et al., ASTIN 2008 True even under arbitrage pricing Nonetheless: Marginal option value cannot be negative Taxation introduces third party: government Third party cannot affect exercise behavior directly Stands to gain or lose from option

Page 19 / 24 Implications for Product Design: Neg. Option Values Mechanics Suppose presence of one option affects exercise of other (explicit or implicit) options Marginal value of option may depend on investor s portfolio Value can be much smaller than option payout Combined options cheaper than sum of individual option prices See e.g. Bauer et al., ASTIN 2008 True even under arbitrage pricing Nonetheless: Marginal option value cannot be negative Taxation introduces third party: government Third party cannot affect exercise behavior directly Stands to gain or lose from option

Page 20 / 24 Implications for Product Design: Neg. Option Values Mechanics Option may induce exercise strategy with lower overall tax payments Investor gains Government loses Issuer:?? In extreme (but possible) cases: issuer better off with writing the option Both issuer and investor benefit from option At financial expense of government Option has negative marginal value to its issuer Example: Death benefit guarantee (GMDB) in Variable Annuity, when GMWB is present Standard feature in most VA products

Page 20 / 24 Implications for Product Design: Neg. Option Values Mechanics Option may induce exercise strategy with lower overall tax payments Investor gains Government loses Issuer:?? In extreme (but possible) cases: issuer better off with writing the option Both issuer and investor benefit from option At financial expense of government Option has negative marginal value to its issuer Example: Death benefit guarantee (GMDB) in Variable Annuity, when GMWB is present Standard feature in most VA products

Page 20 / 24 Implications for Product Design: Neg. Option Values Mechanics Option may induce exercise strategy with lower overall tax payments Investor gains Government loses Issuer:?? In extreme (but possible) cases: issuer better off with writing the option Both issuer and investor benefit from option At financial expense of government Option has negative marginal value to its issuer Example: Death benefit guarantee (GMDB) in Variable Annuity, when GMWB is present Standard feature in most VA products

Page 21 / 24 Implications for Product Design: Neg. Option Values Description Demonstrate possibility of negative option values in two-period model Also in practice: Implement (slightly modified version of) Prudential s ASL II Includes GMWB, but no maturity benefits Methodology and parameter specifications from Essay 1 VA charges of 165 bps (of account value) p.a. Plus 35 bps p.a. for GMWB, while applicable

Page 21 / 24 Implications for Product Design: Neg. Option Values Description Demonstrate possibility of negative option values in two-period model Also in practice: Implement (slightly modified version of) Prudential s ASL II Includes GMWB, but no maturity benefits Methodology and parameter specifications from Essay 1 VA charges of 165 bps (of account value) p.a. Plus 35 bps p.a. for GMWB, while applicable

Page 21 / 24 Implications for Product Design: Neg. Option Values Description Demonstrate possibility of negative option values in two-period model Also in practice: Implement (slightly modified version of) Prudential s ASL II Includes GMWB, but no maturity benefits Methodology and parameter specifications from Essay 1 VA charges of 165 bps (of account value) p.a. Plus 35 bps p.a. for GMWB, while applicable

Page 22 / 24 Implications for Product Design: Neg. Option Values Results Insurer increases profit by $250 when including GMDB Guarantee value increases by $270 Fee payments increase by $520 With GMDB Without GMDB E Q [Guarantee] 3, 610 3, 340 E Q [Aggregate Fees] 11, 000 10, 480 E Q [Net Profit] 7, 390 7, 140 GMDB has negative marginal value to insurer!

Page 22 / 24 Implications for Product Design: Neg. Option Values Results Insurer increases profit by $250 when including GMDB Guarantee value increases by $270 Fee payments increase by $520 With GMDB Without GMDB E Q [Guarantee] 3, 610 3, 340 E Q [Aggregate Fees] 11, 000 10, 480 E Q [Net Profit] 7, 390 7, 140 GMDB has negative marginal value to insurer!

Page 23 / 24 Conclusions 1 Introduction 2 Risk-Neutral Valuation from Policyholder s Perspective 3 Empirical Analysis of Prudential s ASL II 4 Implications for Product Design: Neg. Option Values 5 Conclusions

Page 24 / 24 Conclusions Paper addresses discrepancy between actuarial literature and insurance practice for exercise-dependent life insurance products In light of recent financial troubles for insurers due to VA portfolios Analyze optimal policyholder behavior for VA w/ withdrawal guarantee (Novel) Arbitrage pricing approach From policyholder s perspective (i.e. accounting for taxation) Applied to (simplified) sample contract as well as empirical VA Valuation results in line with observed prices Implications for product design: option values can become negative Ex.: Death benefit guarantees in VAs Both insurer and investor better off with guarantee At expense of government (due to lower tax obligations) Might explain why they now come as standard features

Page 24 / 24 Conclusions Paper addresses discrepancy between actuarial literature and insurance practice for exercise-dependent life insurance products In light of recent financial troubles for insurers due to VA portfolios Analyze optimal policyholder behavior for VA w/ withdrawal guarantee (Novel) Arbitrage pricing approach From policyholder s perspective (i.e. accounting for taxation) Applied to (simplified) sample contract as well as empirical VA Valuation results in line with observed prices Implications for product design: option values can become negative Ex.: Death benefit guarantees in VAs Both insurer and investor better off with guarantee At expense of government (due to lower tax obligations) Might explain why they now come as standard features

Page 24 / 24 Conclusions Paper addresses discrepancy between actuarial literature and insurance practice for exercise-dependent life insurance products In light of recent financial troubles for insurers due to VA portfolios Analyze optimal policyholder behavior for VA w/ withdrawal guarantee (Novel) Arbitrage pricing approach From policyholder s perspective (i.e. accounting for taxation) Applied to (simplified) sample contract as well as empirical VA Valuation results in line with observed prices Implications for product design: option values can become negative Ex.: Death benefit guarantees in VAs Both insurer and investor better off with guarantee At expense of government (due to lower tax obligations) Might explain why they now come as standard features