An alternative to stochastic ALM models
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Transcript of An alternative to stochastic ALM models
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The fair replication method (FRM) is a computationally efficient alternative to traditional stochastic modeling
It is designed to value liabilities whose profit sharing mechanism is endogenous, i.e. based on the performance of the backing assets
The basic idea is to construct a hypothetical portfolio, the fair replicating portfolio (FRP), whose cash flows are scenario-invariant
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2.1. Traditional stochastic modeling
In stochastic ALM models, the investment strategy consists of buy and sell rules
This results in high computational complexity
DSC1,1 * CF1 + DSC1,2 * CF2 + … + DSC1,T * CFT
BEL = (DSC1 * $ + DSC2 * $ + … + DSCn * $)/n
Stochastic setting
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2.2. Rule-based vs. principle-based approach
Is this complexity really necessary?
Why not derive the investment strategy from a risk minimization principle?
This would drastically reduce the computational complexity of the problem, at least when the profit sharing mechanism is endogenous
BEL = (DSC1 * $ + DSC2 * $ + … + DSCn * $)/n
= (DSC1 + DSC2 + … + DSCn)/n * $
= DSCCE * $
Stochastic setting
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2.3. Fair replication method
The fair replication strategy is an investment strategy that makes the liability cash flows scenario-invariant
This is achieved by instantaneously switching from the current backing assets to the fair replicating portfolio
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3.2. Comparison with the Black-Scholes model
In both cases, the valuation problem reduces to a deterministic problem (by choosing the investment strategy that eliminates risk)
A partial differential equation is derived in the Black-Scholes model and a fixed-point equation in the present case
3.1. Valuation technique
The fair replicating portfolio is a static replicating portfolio of zero-coupon bonds
This means that the liability can be valued using only (1) the fair path, i.e. the book return path of the fair replicating portfolio, to project the cash flows and (2) the certainty equivalent scenario to discount them
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3.3. Construction (1)
Start from the fixed-income portion of the current backing assets
The fixed-income outflows are assumed to be adjusted for credit risk
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Liability outflows *
Adjusted fixed-income outflows
* For any time t, the liability outflow at t is defined as the sum of the cash flow at t and the profit at t
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3.3. Construction (2)
Where necessary, cap these adjusted outflows
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3.3. Construction (3)
Where necessary, complete these adjusted outflows with new zero-coupon bonds
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3.3. Construction (4)
We get a portfolio, but is it the intended portfolio?
Are and the same?
Return path used to generatethe liability outflows
Book return path of the corresponding portfolio
Fixed-point equation
1. Start with a zero return path
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3.3. Construction (5)
The fair replicating portfolio is the one for which they are the same
How to find it?
3. Use as return path the book return path of the 1st portfolio
5. Use as return path the book return path of the 2nd portfolio
2. You get a 1st portfolio
4. You get a 2nd portfolio
6. And so on
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3.3. Construction (6)
The sequence of portfolios converges very fast to the fair replicating portfolio
Typically, three iterations are sufficient to obtain an accurate result
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4.1. In the short run
The fair replication method could be used as a basis for validating stochastic ALM models
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4.2. In the medium to long run
The fair replication method could be used as a substitute for stochastic ALM models (e.g. to avoid nested simulations when calculating the SCR)
FRP1
FRP2
FRPi
FRPn
…
Outer + inner scenarios Outer scenarios + FRPs