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V-Lab

National Stock Exchange CNX Nifty Index GAS-GARCH Student T Volatility Analysis

Volatility prediction for Tuesday, October 6th, 2026

1 Day

13.22%

decreased by 0.12%

1 Week

13.46%

increased by 0.12%

1 Month

14.37%

increased by 1.03%

Analysis last updated: Monday, October 5, 2026 at 12:03 PM UTC

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Date Range:

from

10/05/2024

to

10/05/2026

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of National Stock Exchange CNX Nifty Index GAS-GARCH-T

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jul 2, 1990 to Oct 1, 2026

Model Insight

With persistence 0.999, volatility shocks have a half-life of 617 trading days (~2.5 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate. Returns follow a Student-t distribution with v = 7.58 degrees of freedom, capturing fatter tails than a normal distribution.

𝑓

GAS-GARCH-T Model

Tap to view equation

High persistence: persistence 0.999, shock half-life ~617 daysv = 7.58 · fat tails
ParamValuet-stat
ωconst11.9919
1.59
αARCH0.0866
19.86***
βGARCH0.9989
1,305.72***
νDF7.5803
3.28***

0.999

Persistence

617d

Half-life
𝑓

GAS-GARCH-T Model

Tap to view equation

ParameterValuet-statistic
ω

const

Unconditional variance weight

11.9919
1.59
α

ARCH

Response to squared shocks

0.0866
19.86***
β

GARCH

Volatility persistence

0.9989
1,305.72***
ν

DF

Student-t tail thickness

7.5803
3.28***

Persistence:

0.999

Half-life:

617 days