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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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Date Range:

from

11/02/2024

to

11/02/2026

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of International Business Machines Corp ILLIQ-AMEM

News Impact Curve

How returns affect tomorrow's illiquidity

Illiquidity Forecast

How illiquidity evolves over time

Parameter Estimates

Jan 2, 1990 to Oct 30, 2026

Model 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

Tap to view equation

High persistence: persistence 0.999, shock half-life ~502 daysAsymmetry: Illiquidity rises 276% more after negative returns
ParamValuet-stat
ωconst0.0643
1.96**
αARCH0.0173
4.17***
βGARCH0.9575
307.38***
γleverage0.0477
6.02***

0.999

Persistence

502d

Half-life
μ

ILLIQ-AMEM Model

Tap to view equation

ParameterValuet-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