International Business Machines Corp APARCH Volatility Analysis
Volatility prediction for Monday, October 19th, 2026
1 Day
28.30%
1 Week
28.62%
1 Month
29.83%
Analysis last updated: Friday, October 16, 2026 at 11:18 PM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 2, 1990 to Oct 16, 2026Model Insight
This asset exhibits a notable leverage effect: negative returns increase next-day volatility 72% more than equivalent positive returns. The volatility power δ = 0.55 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 | 0.0238 | 4.19*** |
| αARCH | 0.0659 | 7.73*** |
| βGARCH | 0.9337 | 111.04*** |
| γleverage | 0.4531 | 3.87*** |
| δpower | 0.5545 | 4.50*** |
0.986
Persistence49d
Half-lifeAPARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0238 | 4.19*** |
α ARCH Response to squared shocks | 0.0659 | 7.73*** |
β GARCH Volatility persistence | 0.9337 | 111.04*** |
γ leverage Additional response to negative shocks | 0.4531 | 3.87*** |
δ power Transformation power | 0.5545 | 4.50*** |
Persistence:
0.986
Half-life:
49 days
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