Skip to main content
V-Lab
V-Lab

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

Press Delete or Backspace to remove this series.
Date Range:

from

11/03/2024

to

11/03/2026

6M ·

1Y ·

2Y ·

All

graph of Twfg Inc ILLIQ-SMEM

News Impact Curve

How returns affect tomorrow's illiquidity

Illiquidity Forecast

How illiquidity evolves over time

Parameter Estimates

Jul 18, 2024 to Oct 30, 2026

Model 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

Tap to view equation

High persistence: persistence 0.990, shock half-life ~72 days
ParamValuet-stat
ωconst1.2015
8.48***
αARCH0.0452
3.09***
βGARCH0.9452
54.27***
∑γi Spline Coefficients
K=1
γ1-0.6368
-2.32**

0.990

Persistence

72d

Half-life
μ

ILLIQ-SMEM Model

Tap to view equation

ParameterValuet-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***
∑γi Spline Coefficients
K=1
γ1-0.6368
-2.32**

Persistence:

0.990

Half-life:

72 days