Invesco DB Agriculture Fund MF2-GARCH Volatility Analysis
Volatility prediction for Monday, October 19th, 2026
1 Day
12.01%
decreased by 0.27%
1 Week
12.15%
decreased by 0.13%
1 Month
12.46%
increased by 0.18%
Analysis last updated: Friday, October 16, 2026 at 10:35 PM UTC
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News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 5, 2007 to Oct 16, 2026Model Insight
This asset exhibits a strong leverage effect: negative returns increase next-day volatility 112% more than equivalent positive returns.
σ
MF2-GARCH Model
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Leverage: Negative returns increase volatility 112% more than positive returns
| Param | Value | t-stat |
|---|---|---|
| mwindow | 36 | |
| αARCH | 0.0360 | 3.38*** |
| βGARCH | 0.8193 | 23.61*** |
| γleverage | 0.0405 | 2.54** |
| λ₁tau intercept | 0.0354 | 2.10** |
| λ₂forecast adj. | 0.2753 | 2.87*** |
| λ₃tau persistence | 0.6841 | 6.14*** |
0.876
Persistence5d
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 | 0.0360 | 3.38*** |
β GARCH Volatility persistence | 0.8193 | 23.61*** |
γ leverage Additional response to negative shocks | 0.0405 | 2.54** |
λ₁ tau intercept Baseline long-term coefficient | 0.0354 | 2.10** |
λ₂ forecast adj. Forecast performance sensitivity | 0.2753 | 2.87*** |
λ₃ tau persistence Long-term factor persistence | 0.6841 | 6.14*** |
Persistence:
0.876
Half-life:
5 days
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