ATIF Holdings Ltd MF2-GARCH Volatility Analysis
Volatility prediction for Monday, October 26th, 2026
1 Day
82.74%
decreased by 1.11%
1 Week
95.54%
increased by 11.69%
1 Month
110.31%
increased by 26.46%
Analysis last updated: Friday, October 23, 2026 at 09:32 PM UTC
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News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
May 3, 2019 to Oct 23, 2026Model Insight
Volatility shocks decay with a half-life of 3 trading days, meaning a shock loses half its impact after approximately 3 days.
σ
MF2-GARCH Model
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Shock decay: Shocks decay with a 3-day half-life
| Param | Value | t-stat |
|---|---|---|
| mwindow | 36 | |
| αARCH | 0.2672 | 4.18*** |
| βGARCH | 0.5855 | 4.83*** |
| γleverage | -0.0987 | -0.95 |
| λ₁tau intercept | 4.1167 | 0.36 |
| λ₂forecast adj. | 0.0034 | 0.10 |
| λ₃tau persistence | 0.9209 | 4.16*** |
0.803
Persistence3d
Half-lifeσ
MF2-GARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
m window Rolling window length | 36 | |
α ARCH Response to squared shocks | 0.2672 | 4.18*** |
β GARCH Volatility persistence | 0.5855 | 4.83*** |
γ leverage Additional response to negative shocks | -0.0987 | -0.95 |
λ₁ tau intercept Baseline long-term coefficient | 4.1167 | 0.36 |
λ₂ forecast adj. Forecast performance sensitivity | 0.0034 | 0.10 |
λ₃ tau persistence Long-term factor persistence | 0.9209 | 4.16*** |
Persistence:
0.803
Half-life:
3 days
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