9       Market Risk - Monte Carlo Simulation, XVA and PFE

The Market Risk-Monte Carlo Simulation module enables you to derive counterparty risk measures and Monte-Carlo Value at Risk (VaR) at the counterparty level and self-counterparty level. The module enables the application to calculate counterparty risk, which provides a measure of the adjustments that should be made to the value of deals, to predict the possibility of a defaulting counterparty.

Valuation (XVA) adjustments such as Credit Valuation Adjustment (CVA), Debt Valuation Adjustment (DVA), Funding Valuation Adjustment (FVA). CVA, DVA, and FVA provide a single value which can be used as an adjustment to the total value of a set of positions in a portfolio, considering collateral that can be posted between the counterparties as determined by the Credit Support Annex (CSA) agreements.

Future exposures such as Potential Future Exposure (PFE), Expected Positive Exposure EPE, Expected Negative Exposure (ENE), and Expected Exposure (EE). They provide a measure of the potential loss or gain due to future market changes and are reported as a table of values for user-specified future observation dates.

Counterparty risk values are portfolio-level measures such as values for groups of trades instead of single quantities for each trade. Future exposures are computed using American Monte Carlo techniques, for a user-specified number of Monte Carlo paths and set of future observation dates. To do this, a global hybrid model must be constructed and used by all the trades in the simulation. The hybrid model consists of a set of individual factor models that simulate the dynamics of underlyings of the selected trades.

The inputs required to set up a calculation of counterparty risk are:

·        Definitions for all the counterparties and self-counterparties that will be used by the trades in the calculation.

·        Each trade must identify which counterparty and self-counterparty, netting set and which CSA (that is, sub-netting set) it is associated with, and be able to identify the list of underlyings used by that trade.

·        Counterparties and self-counterparties must be organized into the following hierarchy:

§       Parent counterparty: At the top level of the hierarchy, there is a list of separate counterparty entities. Each counterparty is considered as a separate entity.

§       Child counterparty (Legal entity): Within each parent counterparty, there is a list of one or multiple child counterparties. Each child has a unique name within that parent counterparty.

§       Netting Agreement or Sets: Under each child counterparty there are one or multiple netting sets. Each netting set has a unique name within that counterparty, and defines the level at which all the counterparty risk measures are calculated directly from the results of netting exposures from different trades, after accounting for the collaterals. At least one netting set must be defined for each counterparty.

§       Sub-Netting Agreement or Margin Set or CSA: At the lowest level of the hierarchy, under each netting set there can be a set of margin sets. Each margin set has a unique name within that netting set, and at this level the individual parameters that define the CSA used to calculate collateral exchange are defined. This allows you to define separate parameters for subsets of trades that must have specialized collateral calculation rules, although allowing the net result of exposures and collateral from those trades to be offset or netted with exposures from other sets of trades under the same netting set.

§        It is also possible to define a margin set to consider those trades that are not collateralized. These trades should be placed in a margin set named Residual.

Topics:

·        Navigate to the Monte Carlo Simulation Summary Window 

·        Search for a Business Definition

·        Page View Options

·        Create and Execute a Business Definition

·        Edit a Business Definition

·        Export a Business Definition

·        Approve or Reject a Business Definition

·        Delete a Business Definition

Navigate to the Monte Carlo Summary window

From the MRMM Home page, select Market Risk Measurement and Management, click Navigation Menu Navigation icon, select Simulation and then select Monte Carlo Simulation.

Figure 55: Monte Carlo Summary Window

This illustration shows the Monte Carlo Summary window. You can view existing summaries and create new definitions using this window.

Search for a Business Definition

In the Search field, type the first few letters of the business definition name that you want to search. The summaries whose names consist of your search string are displayed in a tabular format.

Figure 56: Monte Carlo Simulation Summary Window – Search Box

The figure illustrates the search box in the Model Validation Summary window.

From the breadcrumb on top, click the Monte Carlo Summary link to return to the summary window after viewing details of the business definition.

Page View Options

See the Page View Options  section for details.

Create and Execute a New Business Definition

A business definition allows you to set business specific parameters required for analysis. To define a new Monte Carlo Simulation - business definition, follow these steps:

1.     In the Monte Carlo Summary window, click Add Add icon. The definition window is displayed.

Figure 57: Monte Carlo Simulation Definition Window

This illustration shows the Monte Carlo Definition window. You can define new definitions and submit them for approval using this window.

 

2.     Populate the details mentioned in the following table. Fields marked in red asterisk (*) are mandatory.

Table 29: Monte Carlo Simulation Definition Window – Fields and Descriptions

Fields

Description

VaR Model Name*

Enter the name of the business definition.

VaR Model Description

Provide a description of the business definition.

Version

Displays the workflow version of the business definition.

Access Type

Displays the access type

Folder

Select the folder.

Portfolio*

Select the Portfolio from the drop-down list.

Reporting Currency*

The currency in which all the output for a given definition will be computed. Select the currency code from the drop-down list.

Analysis Types

Select the various computation measures for the business definition. You can select one or multiple purposes.

You can select both CVA and PFE or Monte Carlo VaR. Each of the subsequent inputs will be enabled or disabled based on the selected purpose.

·        CVA Measures

·        PFE Measures

·        Monte-Carlo VaR

Measures to be Computed

Select pre-margin exposure or post-margin exposures to calculate the counterparty measures. The default value is Post-Margin.

Exposure Types for PFE

Select the types of exposures to be used for calculating PFE from the following options:

·        Netted: It is the sum of pre-margin or post-margin exposures.

·        Positive Netted: It is the sum of positive exposures calculated at the netting set level.

·        Negative Netted: It is the sum of negative exposures calculated at the netting set level.

Align Margin Dates with Observation Dates

This option enables you to specify whether the Margin (Model) Dates and Observation Dates should be same.

Select Yes or No.

If you select Yes, the Model Date field becomes non-editable.

Model Parameters

Specify the values for the following fields:

·        Confidence: Specify the Confidence. Confidence level is required for PFE calculations.

·        Paths: Specify the Number of paths. This is the number of Monte-Carlo paths to be used for the simulations.

·        Horizon: It is the time horizon over which the VaR is computed. This option is available if you select the Analysis Type as Monte-Carlo VaR.

Specify the horizon in terms of days, months or years. For example, if the horizon is specified as 10 Days then the run will be executed for VaR outputs with observation date as 10 Days: 10 Days.

Observation Dates

Observation dates are the future dates on which you want to calculate PFE and use for the exposures to capture the future behavior during CVA computation.

Specify the observation date in Period <Days, Months, Year>: Interval <Days, Months, Year> format. For example, 30Y:1M, indicates that one observation date will be generated every month till 30 years.

Model Dates

Model dates are additional dates that are used in the simulation internally, but not used for the final reporting, to obtain better simulation results and capture more behavior of the deals during their schedules.

Specify the model date in <Period> :< Interval> format. For example, 30Y:30D which indicates that observation dates are to be generated, every day for the next 30 years.

Hybrid Model Name

The hybrid model is a set of models to be used for individual risk factor for generating the paths under Monte Carlo simulation.

Select the strategy from the drop-down menu. See Hybrid Model for details.

Optional Outputs

Specify the desired optional outputs:

·        Trade Granularity Measures: Select this check box to calculate measures at the trade level (in addition to the counterparty level). This is set to false by default.

·        Incremental Measures: Select this check box to calculate incremental measures. This is only available for XVA and PFE and is set to false by default.

·        Marginal Measures: Select this check box to calculate marginal measures. This is only available for XVA and is set to false by default.

Marginal Scale

The scaling value used for marginal XVA calculations. The default value is 0.95.

Pricing Policy

It allows you to select the pricing policy models and methods to be used for instrument pricing.  You can either download or define the pricing policy. See section Pricing Policy for details.

For the selected Pricing Policy, the details such as Instrument Type, Currency, Source, Model Name, Method Name are displayed.

3.     Click Submit Submit icon to save and submit the definition for approval. A confirmation dialog box is displayed.

Or,

Click Save Save icon to update the definition before submitting it for approval.

4.     If you want to execute the business definition, follow the steps in the Execute a Business Definition section.

5.     Execution Summary displays the execution history of the business scenarios. Select the execution to be marked as EOD execution. You can view details of the execution, such as Execution Date, Execution ID, Execution Status, and Definition Workflow Status in the Execution Summary table.

6.     The definition can be viewed in the Summary window. They are further used for in the analytics to generate reports.

Execute a Business Definition

To execute a business definition, follow these steps:

1.     Click the business definition name in the Summary page. The definition window is displayed.

2.      Click Edit Edit icon.

3.     Click Execute Execute iconto trigger an Ad hoc run. A message with a date-time editor dialog box is displayed.

4.     Specify the date on which the execution must be performed.

5.     If you want to load trade and market data from stage tables, select Yes in the field Load Data From Stage Tables, else select No. Click OK OK button. The execution is triggered.

Figure 58: Monte Carlo Simulation Execution - Date-Time Editor

This illustration shows the Model Validation Execution Date Editor in the Model Validation window. You must select the Date and click OK.

6.     Click OK. A confirmation dialog box is displayed.

7.     Click OK to confirm.

8.     Execution Summary displays the execution history of the business scenarios. Select the execution to be marked as EOD execution. You can view details of the execution, such as Execution Date, Execution ID, Execution Status, and Definition Workflow Status in the Execution Summary table.

Figure 59: Monte Carlo Simulation Execution Summary

This figure illustrates the execution summary section in the Model Validation module. You can view the outcome of the execution in this section.

Edit a Business Definition

See the Edit a Business Definition  section for details.

Export a Business Definition

See the Export a Business Definition  section for details. 

Approve or Reject a Business Definition

See the Approve or Reject a Business Definition  section for details.

Delete a Business Definition

See the Delete a Business Definition  section for details.