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Is There a Standard Formula for Adjusting Margin Based on Volatility?

While there is no single, universally standardized formula, exchanges typically use quantitative risk models that incorporate measures of historical and implied volatility, such as a GARCH model or a VaR (Value at Risk) model. These models provide a statistically robust way to calculate the required margin.

The resulting margin requirement is a function of the volatility, the size of the position, and the desired confidence level for covering losses.

How Is the Amount of Initial Margin Calculated by a Central Counterparty (CCP)?
What Is the Formula for Calculating Initial Margin under a Standard Portfolio Margining Model?
How Is ‘Value at Risk’ (VaR) Used in Calculating Margin Requirements?
How Does Implied Volatility Factor into Options Margin Calculations?