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Computing Marginal Expected Exposure

Marginal Expected Exposure (Marginal EE) represents the effect of each specific contract on aggregated Expected Exposure of the portfolio. This concept is useful for understanding which trades are contributing most to the total portfolio risk, as well as for assessing the return on a specific trade against its contribution to total exposure. If portfolio includes only one contract, then Marginal Exposure of this contract equals to portfolio exposure.

The goal is to find allocations of Latex formula that reflect Latex formula trade contribution to the overall risk for each period Latex formula and sum up to the counterparty-level Latex formula.

1. No netting

“No netting” here means that contracts are fully independent and we cannot net the value of separate trades. Latex formula in this case equals to the sum of the individual components; hence, the Latex formula will equal the Latex formula.

If no netting is assumed, then Total Exposure of portfolio is just a sum of individual positive exposures. The logic is straightforward: Marginal Exposure for given contract at certain period of time is computed as average of positive simulated exposures for each specific contract. Now assume we have 1000 of simulations of exposures. Marginal exposure in this case should be computed as expected value across all simulations.

Latex formula, where Latex formula is index function (taking the value 1 if underlying condition is satisfied, and 0 otherwise).

2. Netting

Similar formula can be applied for portfolio with netting:

Latex formula,

where Latex formula is index function (as defined above).

Difference with previous formula is the following: average is computed only across positive values Latex formula if netting set Latex formula was positive. If netting is assumed, then Marginal Exposure for given contract at certain period of time is computed as the average of:

  • positive simulated exposures, if total value of the set, to which this contract belongs, is positive;
  • 0, if value of this contract in this simulation is zero or negative.

 

Example: 2 contracts, 2 simulations, 5 periods

Blog1

 

For example, in the table above in the second period we compute ME for the first contract as (2*1(0>0)+3*1(4>0))/2=(0+3)/2=1.5

Please notice that the sum of marginal exposures across all contracts in the portfolio equals to total exposure.

Notations:

Latex formula — contract index;

Latex formula — simulation index;

Latex formula — period index;

Latex formula — simulated exposure for contract Latex formula at period Latex formula where Latex formula is number of simulation;

Latex formula — expected exposure for contract Latex formula at period Latex formula;

Latex formula — total exposure in simulation Latex formula at period Latex formula;

Latex formula — total expected exposure at period Latex formula;

Latex formula — marginal exposure for contract Latex formula at period Latex formula;

Latex formula — number of simulations.


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