Dow Jones Utilities Average APARCH Volatility Analysis
Volatility prediction for Monday, October 12th, 2026
1 Day
14.48%
1 Week
14.56%
1 Month
14.87%
Analysis last updated: Saturday, October 10, 2026 at 02:26 AM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 2, 1990 to Oct 9, 2026Model Insight
This asset exhibits a strong leverage effect: negative returns increase next-day volatility 116% more than equivalent positive returns. The volatility power δ = 1.53 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 | 0.0186 | 7.65*** |
| αARCH | 0.0830 | 10.30*** |
| βGARCH | 0.9094 | 111.42*** |
| γleverage | 0.2461 | 4.06*** |
| δpower | 1.5349 | 8.88*** |
0.983
Persistence41d
Half-lifeAPARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0186 | 7.65*** |
α ARCH Response to squared shocks | 0.0830 | 10.30*** |
β GARCH Volatility persistence | 0.9094 | 111.42*** |
γ leverage Additional response to negative shocks | 0.2461 | 4.06*** |
δ power Transformation power | 1.5349 | 8.88*** |
Persistence:
0.983
Half-life:
41 days
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