V-Lab
Alpha Co Ltd Spline ILLIQ Liquidity Analysis
Illiquidity prediction for Wednesday, September 9th, 2026
1 Day
8,723.23
increased by 5,538.60
1 Week
4,394.60
increased by 1,209.97
1 Month
4,283.54
increased by 1,098.91
Analysis last updated: Wednesday, September 9, 2026 at 07:38 PM UTC
News Impact Curve
How returns affect tomorrow's illiquidityIlliquidity Forecast
How illiquidity evolves over timeParameter Estimates
Jun 8, 2000 to Sep 4, 2026Model Insight
This model fits a time-varying baseline (a spline), so illiquidity mean-reverts toward a slowly-shifting long-run level rather than a constant. Short-run deviations decay with a half-life of 24 trading days.
μ
ILLIQ-SMEM Model
Tap to view equation
Time-varying baseline: illiquidity reverts to a slowly-shifting spline trend
| Param | Value | t-stat |
|---|---|---|
| ωconst | 0.7832 | 5.55*** |
| αARCH | 0.1528 | 12.36*** |
| βGARCH | 0.8190 | 56.91*** |
Spline Coefficients
K=6
| γ1 | 0.0947 | 1.13 |
| γ2 | -0.1408 | -1.10 |
| γ3 | -0.1479 | -1.86* |
| γ4 | 0.5077 | 7.08*** |
| γ5 | -0.5988 | -8.14*** |
| γ6 | 0.5006 | 5.30*** |
0.972
Persistence24d
Half-lifeμ
ILLIQ-SMEM Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.7832 | 5.55*** |
α ARCH Response to squared shocks | 0.1528 | 12.36*** |
β GARCH Volatility persistence | 0.8190 | 56.91*** |
Spline Coefficients
K=6
| γ1 | 0.0947 | 1.13 |
| γ2 | -0.1408 | -1.10 |
| γ3 | -0.1479 | -1.86* |
| γ4 | 0.5077 | 7.08*** |
| γ5 | -0.5988 | -8.14*** |
| γ6 | 0.5006 | 5.30*** |
Persistence:
0.972
Half-life:
24 days
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