V-Lab
Leverage Shares 2X Long ECHO Daily ETF GAS-GARCH Student T Volatility Analysis
Volatility prediction for Tuesday, September 8th, 2026
1 Day
111.24%
unchanged at 0.00%
1 Week
111.24%
unchanged at 0.00%
1 Month
111.24%
unchanged at 0.00%
Analysis last updated: Friday, September 4, 2026 at 09:46 PM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Dec 16, 2025 to Sep 4, 2026Boundary Parameters
Hessian SE
Model Insight
With persistence 0.999, volatility shocks have a half-life of 693 trading days (~2.7 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate. Returns follow a Student-t distribution with v = 5.98 degrees of freedom, capturing fatter tails than a normal distribution.
𝑓
GAS-GARCH-T Model
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High persistence: persistence 0.999, shock half-life ~693 daysv = 5.98 · fat tails
| Param | Value | t-stat |
|---|---|---|
| ωconst | 49.1030 | 0.31 |
| αARCH | 0.0000 | 0.00 |
| βGARCH | 0.9990 | 0.81 |
| νDF | 5.9845 | 0.18 |
0.999
Persistence693d
Half-life𝑓
GAS-GARCH-T Model
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| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 49.1030 | 0.31 |
α ARCH Response to squared shocks | 0.0000 | 0.00 |
β GARCH Volatility persistence | 0.9990 | 0.81 |
ν DF Student-t tail thickness | 5.9845 | 0.18 |
Persistence:
0.999
Half-life:
693 days
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