V-Lab
Direxion Daily AI and Big Data Bear 2X ETF GAS-GARCH Student T Volatility Analysis
Volatility prediction for Monday, September 21st, 2026
1 Day
48.10%
decreased by 2.45%
1 Week
48.07%
decreased by 2.48%
1 Month
47.97%
decreased by 2.58%
Analysis last updated: Saturday, September 19, 2026 at 02:22 AM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
May 15, 2024 to Sep 18, 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 = 7.92 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 = 7.92 · fat tails
| Param | Value | t-stat |
|---|---|---|
| ωconst | 4.3162 | 2.40** |
| αARCH | 0.0682 | 2.33** |
| βGARCH | 0.9990 | 35.85*** |
| νDF | 7.9196 | 0.45 |
0.999
Persistence693d
Half-life𝑓
GAS-GARCH-T Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 4.3162 | 2.40** |
α ARCH Response to squared shocks | 0.0682 | 2.33** |
β GARCH Volatility persistence | 0.9990 | 35.85*** |
ν DF Student-t tail thickness | 7.9196 | 0.45 |
Persistence:
0.999
Half-life:
693 days
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