International Business Machines Corp Spline-GARCH Volatility Analysis
Volatility prediction for Thursday, October 15th, 2026
1 Day
49.19%
decreased by 0.12%
1 Week
52.22%
increased by 2.91%
1 Month
58.81%
increased by 9.50%
Analysis last updated: Wednesday, October 14, 2026 at 10:41 PM UTC
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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 model fits a time-varying baseline (a spline), so volatility mean-reverts toward a slowly-shifting long-run level rather than a constant. Short-run deviations decay with a half-life of 8 trading days.
τ
Spline-GARCH Model
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Time-varying baseline: volatility reverts to a slowly-shifting spline trend
| Param | Value | t-stat |
|---|---|---|
| ωconst | 0.6607 | 6.34*** |
| αARCH | 0.0878 | 7.60*** |
| βGARCH | 0.8278 | 37.98*** |
Spline Coefficients
K=9
| γ1 | -0.0773 | -2.41** |
| γ2 | 0.1352 | 2.92*** |
| γ3 | -0.1651 | -4.90*** |
| γ4 | 0.1879 | 5.57*** |
| γ5 | -0.1016 | -2.92*** |
| γ6 | 0.0267 | 0.68 |
| γ7 | 0.0140 | 0.31 |
| γ8 | -0.0590 | -1.18 |
| γ9 | 0.1719 | 2.45** |
0.916
Persistence8d
Half-lifeτ
Spline-GARCH Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.6607 | 6.34*** |
α ARCH Response to squared shocks | 0.0878 | 7.60*** |
β GARCH Volatility persistence | 0.8278 | 37.98*** |
Spline Coefficients
K=9
| γ1 | -0.0773 | -2.41** |
| γ2 | 0.1352 | 2.92*** |
| γ3 | -0.1651 | -4.90*** |
| γ4 | 0.1879 | 5.57*** |
| γ5 | -0.1016 | -2.92*** |
| γ6 | 0.0267 | 0.68 |
| γ7 | 0.0140 | 0.31 |
| γ8 | -0.0590 | -1.18 |
| γ9 | 0.1719 | 2.45** |
Persistence:
0.916
Half-life:
8 days
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