V-Lab
Proshares Ultra QQQ TOP 30 GAS-GARCH Student T Volatility Analysis
Volatility prediction for Monday, July 27th, 2026
1 Day
55.05%
increased by 0.08%
1 Week
55.01%
increased by 0.04%
1 Month
54.86%
decreased by 0.11%
Analysis last updated: Saturday, July 25, 2026 at 02:22 AM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Aug 15, 2025 to Jul 24, 2026Boundary Parameters
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 = 9.64 degrees of freedom, capturing fatter tails than a normal distribution.
𝑓
GAS-GARCH-T Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 3.9812 | 3.52*** |
α ARCH Response to squared shocks | 0.0353 | 2.07** |
β GARCH Volatility persistence | 0.9990 | 60.66*** |
ν DF Student-t tail thickness | 9.6428 | 0.35 |
Persistence:
0.999
Half-life:
693 days
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