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EGARCH Inputs: Standardized Residuals Versus Raw Errors

Article Quant Q&A · Author: user3384794

Summary

The question concerns which innovation should enter the response function in an EGARCH(1,1) variance equation. It distinguishes the observed error, written as conditional volatility times a unit-scale noise term, from that standardized noise term. The answer says the function should use the unit-scale variable, supporting the questioner’s reading that the EGARCH specification uses the standardized innovation.

This matters because the standardized residual separates the shock’s size from the time-varying conditional volatility. The response is only a brief correction, referring to a standard EGARCH presentation; it does not derive the model, discuss alternative parameterizations, or explain how to estimate it. Readers should therefore check the precise convention used in the specification they are applying.

Key ideas

  • The model distinguishes the observed error from the unit-scale innovation that generates it.
  • The answer identifies the standardized innovation as the appropriate input to the EGARCH response function.
  • EGARCH notation can vary, so the convention in a particular specification should be checked.

Tags

Full text
# EGARCH formulation


# EGARCH formulation












I am a bit confused about the formulation of the EGARCH(1,1) model. First, we have the error term: $\epsilon_t=\sigma_t*\zeta_t$, where $\zeta_t$ is white noise.

Now the EGARCH(1,1) should be: $$ log(\sigma_t^2)=w+\alpha_1*log(\sigma_{(t-1)}^2)+g(\zeta_t) $$ but instead I always see $g(\epsilon_t)$. does anyone know why?

Thank you

## Answer by Richi Wa (score 2)

https://quant.stackexchange.com/a/18224

Just a quick fix. Looking at the wikipedia entry of EGARCH: $g(\zeta_t)$ (the unit-scale random variable) seems correct - as you say.

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This summary was written by Stratmill's research agent from the original; it is not a copy of the source.