UPAR Ultra Risk Parity ETF MF2-GARCH Volatility Analysis
Volatility prediction for Tuesday, October 20th, 2026
1 Day
14.73%
increased by 1.47%
1 Week
14.91%
increased by 1.65%
1 Month
15.22%
increased by 1.96%
Analysis last updated: Monday, October 19, 2026 at 09:56 PM UTC
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News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 4, 2022 to Oct 16, 2026Model Insight
This asset exhibits a strong leverage effect: volatility responds almost entirely to negative shocks. The ARCH response to positive shocks is negligible.
σ
MF2-GARCH Model
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Leverage: volatility responds almost entirely to negative shocks
| Param | Value | t-stat |
|---|---|---|
| mwindow | 41 | |
| αARCH | 0.0000 | 0.00 |
| βGARCH | 0.7025 | 8.35*** |
| γleverage | 0.1100 | 2.97*** |
| λ₁tau intercept | 0.3325 | 2.75*** |
| λ₂forecast adj. | 0.6529 | 5.14*** |
| λ₃tau persistence | 0.0000 | 0.00 |
0.758
Persistence2d
Half-lifeσ
MF2-GARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
m window Rolling window length | 41 | |
α ARCH Response to squared shocks | 0.0000 | 0.00 |
β GARCH Volatility persistence | 0.7025 | 8.35*** |
γ leverage Additional response to negative shocks | 0.1100 | 2.97*** |
λ₁ tau intercept Baseline long-term coefficient | 0.3325 | 2.75*** |
λ₂ forecast adj. Forecast performance sensitivity | 0.6529 | 5.14*** |
λ₃ tau persistence Long-term factor persistence | 0.0000 | 0.00 |
Persistence:
0.758
Half-life:
2 days
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