International Business Machines Corp Asymmetric ILLIQ Liquidity Analysis
Illiquidity prediction for Tuesday, November 3rd, 2026
1 Day
10.62
increased by 0.63
1 Week
10.34
increased by 0.35
1 Month
11.15
increased by 1.16
Analysis last updated: Monday, November 2, 2026 at 10:32 PM UTC
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News Impact Curve
How returns affect tomorrow's illiquidityIlliquidity Forecast
How illiquidity evolves over timeParameter Estimates
Jan 2, 1990 to Oct 30, 2026Model Insight
With persistence 0.999, illiquidity shocks have a half-life of 502 trading days (~2.0 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate.
Asymmetry: Illiquidity rises 276% more after negative returns
μ
ILLIQ-AMEM Model
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High persistence: persistence 0.999, shock half-life ~502 daysAsymmetry: Illiquidity rises 276% more after negative returns
| Param | Value | t-stat |
|---|---|---|
| ωconst | 0.0643 | 1.96** |
| αARCH | 0.0173 | 4.17*** |
| βGARCH | 0.9575 | 307.38*** |
| γleverage | 0.0477 | 6.02*** |
0.999
Persistence502d
Half-lifeμ
ILLIQ-AMEM Model
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| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0643 | 1.96** |
α ARCH Response to squared shocks | 0.0173 | 4.17*** |
β GARCH Volatility persistence | 0.9575 | 307.38*** |
γ leverage Additional response to negative shocks | 0.0477 | 6.02*** |
Persistence:
0.999
Half-life:
502 days
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