V-Lab
Dow Jones Transportation Average APARCH Volatility Analysis
Volatility prediction for Monday, October 5th, 2026
1 Day
19.43%
1 Week
19.61%
1 Month
20.22%
Analysis last updated: Saturday, October 3, 2026 at 12:15 AM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 2, 1990 to Oct 2, 2026Model Insight
This asset exhibits a strong leverage effect: negative returns increase next-day volatility 230% more than equivalent positive returns. The volatility power δ = 1.57 sits below 2, so large shocks influence volatility less than quadratically, a more outlier-robust response than standard GARCH.
APARCH Model
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| Param | Value | t-stat |
|---|---|---|
| ωconst | 0.0344 | 5.86*** |
| αARCH | 0.0734 | 6.70*** |
| βGARCH | 0.9141 | 89.69*** |
| γleverage | 0.3633 | 3.51*** |
| δpower | 1.5683 | 10.29*** |
0.982
Persistence38d
Half-lifeAPARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0344 | 5.86*** |
α ARCH Response to squared shocks | 0.0734 | 6.70*** |
β GARCH Volatility persistence | 0.9141 | 89.69*** |
γ leverage Additional response to negative shocks | 0.3633 | 3.51*** |
δ power Transformation power | 1.5683 | 10.29*** |
Persistence:
0.982
Half-life:
38 days
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