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Taiwan Stock Exchange Weighted Index GAS-GARCH Student T Volatility Analysis

Volatility prediction for Friday, October 23rd, 2026

1 Day

22.61%

increased by 1.13%

1 Week

22.65%

increased by 1.17%

1 Month

22.84%

increased by 1.36%

Analysis last updated: Thursday, October 22, 2026 at 07:14 AM UTC

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Date Range:

from

10/22/2024

to

10/22/2026

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of Taiwan Stock Exchange Weighted Index GAS-GARCH-T

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jan 1, 1990 to Oct 16, 2026

Model Insight

With persistence 0.998, volatility shocks have a half-life of 283 trading days (~1.1 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate. Returns follow a Student-t distribution with v = 5.67 degrees of freedom, capturing fatter tails than a normal distribution.

𝑓

GAS-GARCH-T Model

Tap to view equation

High persistence: persistence 0.998, shock half-life ~283 daysv = 5.67 · fat tails
ParamValuet-stat
ωlong-run3.8149
1.57
αscore0.0569
18.19***
βpersistence0.9976
748.35***
νDF5.6719
4.60***

0.998

Persistence

283d

Half-life
𝑓

GAS-GARCH-T Model

Tap to view equation

ParameterValuet-statistic
ω

long-run

Long-run variance given a price move

3.8149
1.57
α

score

Weight on the scaled score

0.0569
18.19***
β

persistence

Volatility persistence

0.9976
748.35***
ν

DF

Student-t tail thickness

5.6719
4.60***

Persistence:

0.998

Half-life:

283 days