V-Lab
Leverage Shares 2X Long ECHO Daily ETF MF2-GARCH Volatility Analysis
Volatility prediction for Wednesday, September 30th, 2026
1 Day
50.24%
1 Week
60.26%
1 Month
97.54%
Analysis last updated: Tuesday, September 29, 2026 at 09:28 PM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Dec 16, 2025 to Sep 25, 2026Model 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.
MF2-GARCH Model
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| Param | Value | t-stat |
|---|---|---|
| mwindow | 36 | |
| αARCH | 0.5000 | 405.19*** |
| βGARCH | 0.7228 | 959.92*** |
| γleverage | -0.5000 | -185.80*** |
| λ₁tau intercept | 10.0000 | 12.62*** |
| λ₂forecast adj. | 1.0000 | 51.23*** |
| λ₃tau persistence | 0.0000 | 0.00 |
0.973
Persistence25d
Half-lifeMF2-GARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
m window Rolling window length | 36 | |
α ARCH Response to squared shocks | 0.5000 | 405.19*** |
β GARCH Volatility persistence | 0.7228 | 959.92*** |
γ leverage Additional response to negative shocks | -0.5000 | -185.80*** |
λ₁ tau intercept Baseline long-term coefficient | 10.0000 | 12.62*** |
λ₂ forecast adj. Forecast performance sensitivity | 1.0000 | 51.23*** |
λ₃ tau persistence Long-term factor persistence | 0.0000 | 0.00 |
Persistence:
0.973
Half-life:
25 days
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