International Business Machines Corp APARCH Volatility Analysis
Volatility prediction for Wednesday, October 14th, 2026
1 Day
26.42%
1 Week
26.79%
1 Month
28.16%
Analysis last updated: Tuesday, October 13, 2026 at 10:45 PM 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 notable leverage effect: negative returns increase next-day volatility 72% more than equivalent positive returns. The volatility power δ = 0.56 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 | 0.0240 | 4.18*** |
| αARCH | 0.0663 | 7.73*** |
| βGARCH | 0.9334 | 110.00*** |
| γleverage | 0.4518 | 3.87*** |
| δpower | 0.5567 | 4.52*** |
0.986
Persistence49d
Half-lifeAPARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0240 | 4.18*** |
α ARCH Response to squared shocks | 0.0663 | 7.73*** |
β GARCH Volatility persistence | 0.9334 | 110.00*** |
γ leverage Additional response to negative shocks | 0.4518 | 3.87*** |
δ power Transformation power | 0.5567 | 4.52*** |
Persistence:
0.986
Half-life:
49 days
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