Twfg Inc Spline ILLIQ Liquidity Analysis
Illiquidity prediction for Wednesday, November 4th, 2026
1 Day
4,438.15
decreased by 165.12
1 Week
4,383.64
decreased by 219.63
1 Month
4,607.48
increased by 4.21
Analysis last updated: Tuesday, November 3, 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
Jul 18, 2024 to Oct 30, 2026Model Insight
With persistence 0.990, illiquidity shocks have a half-life of 72 trading days (~0.3 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate.
μ
ILLIQ-SMEM Model
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High persistence: persistence 0.990, shock half-life ~72 days
| Param | Value | t-stat |
|---|---|---|
| ωconst | 1.2015 | 8.48*** |
| αARCH | 0.0452 | 3.09*** |
| βGARCH | 0.9452 | 54.27*** |
Spline Coefficients
K=1
| γ1 | -0.6368 | -2.32** |
0.990
Persistence72d
Half-lifeμ
ILLIQ-SMEM Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 1.2015 | 8.48*** |
α ARCH Response to squared shocks | 0.0452 | 3.09*** |
β GARCH Volatility persistence | 0.9452 | 54.27*** |
Spline Coefficients
K=1
| γ1 | -0.6368 | -2.32** |
Persistence:
0.990
Half-life:
72 days
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