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GARCH(1,1) model

Suppose that the price of an asset at the close of trading yesterday was $350 and its volatility was estimated as 1.4% per day. The price at the close of trading today is $347. The proportional change in the price of the asset is -0.00857. What is the new volatility estimate when using a GARCH(1,1) model with ω = 0.000003, α = 0.05 and β = 0.95?                  

 

This option

Or this

 = ω + α + β  

= 0.03 + (0.05 × -0.85712) + (0.95 × 1.42)

= 1.9287%

So that the new daily volatility is:

=

= 1.3888%

 

= 0.000003 + (0.05 × -0.00857) + (0.95 × 0.0142)

 = 0.000003 + 0.000003672 + 0.0001862

 = 0.000192872

 =

= 0.0138878 x 100

= 1.3888% or 1.39%