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V-Lab

HSI Volatility Index MF2-GARCH Volatility Analysis

Volatility prediction for Friday, July 24th, 2026

1 Day

64.57%

decreased by 1.14%

1 Week

66.75%

increased by 1.04%

1 Month

72.48%

increased by 6.77%

Analysis last updated: Friday, July 24, 2026 at 11:21 PM UTC

Date Range:

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to

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graph of HSI Volatility Index MF2-GARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jul 16, 2010 to Nov 19, 2021

Model Insight

This asset shows a rare inverse leverage effect: volatility responds almost entirely to positive returns, rising far more after gains than after losses. This is the reverse of the usual leverage effect, rare among risky assets.

σ

MF2-GARCH Model

Tap to view equation

ParameterValuet-statistic
m

window

Rolling window length

126
α

ARCH

Response to squared shocks

0.1350
25.58***
β

GARCH

Volatility persistence

0.8688
90.35***
γ

leverage

Additional response to negative shocks

-0.1326
-9.31***
λ₁

tau intercept

Baseline long-term coefficient

3.1853
0.36
λ₂

forecast adj.

Forecast performance sensitivity

0.0210
0.35
λ₃

tau persistence

Long-term factor persistence

0.8603
2.18**

Persistence:

0.937

Half-life:

11 days