Model Risk

Explained:

model risk


 
   

Because institutions rely heavily on models for pricing financial transactions or monitoring risks, they are exposed to model risk. This is the risk that models are applied to tasks for which they are inappropriate or are otherwise implemented incorrectly. Examples of model risk include:

A bank uses a value at risk (VAR) to monitor market risk. When the VaR measure was implemented, the bank's traders took little spread risk. It was coded with a fixed spread assumption. Since that time, the traders have started taking significant spread risk but do not realize that the model is failing to capture it.

Option pricing models incorporate a risk-neutral assumption. Such models may produce erroneous results if used to measure risk or other quantities that depend upon investor risk preferences.

A brokerage firm is expanding its derivatives operation into South America. They fail to modify their pricing models to reflect the lack of liquidity in certain markets. Consequently, they underestimate the cost of hedging their positions.

Model risk is generally categorized as a form of operational risk.

Related Internal Links

credit risk Risk due to uncertainty in a counterparty's ability to meet its obligations.

Group of 30 Report An influential 1993 industry report on OTC derivatives.

legal risk Risk from uncertainty due to legal actions or uncertainty in the applicability or interpretation of contracts, laws or regulations.

market risk Exposure to the uncertain market value of a portfolio.

operational risk Risk to financial or other institutions from inadequate or failed internal processes, people and systems or from external events.

option pricing theory The body of financial theory used by financial engineers to value options and other derivative instruments.

risk Comprises two components: uncertainty and exposure.

value-at-risk A category of market risk measures.

Related Forum Discussions

Correct a Model Error, or Improving a Model? 10 Feb 2005
Model error and operational risk management.

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