V-Lab
ESR-REIT Spline ILLIQ Liquidity Analysis
Illiquidity prediction for Monday, September 21st, 2026
1 Day
3,024.39
decreased by 167.18
1 Week
3,320.61
increased by 129.04
1 Month
3,182.93
decreased by 8.64
Analysis last updated: Sunday, September 20, 2026 at 02:37 AM UTC
News Impact Curve
How returns affect tomorrow's illiquidityIlliquidity Forecast
How illiquidity evolves over timeParameter Estimates
Oct 4, 2006 to Sep 18, 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 17 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 | 0.9981 | 4.99*** |
| αARCH | 0.0922 | 6.56*** |
| βGARCH | 0.8682 | 43.36*** |
Spline Coefficients
K=5
| γ1 | -0.2276 | -4.93*** |
| γ2 | 0.3693 | 5.64*** |
| γ3 | -0.2550 | -6.24*** |
| γ4 | 0.2053 | 5.58*** |
| γ5 | -0.1858 | -3.92*** |
0.960
Persistence17d
Half-lifeμ
ILLIQ-SMEM Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.9981 | 4.99*** |
α ARCH Response to squared shocks | 0.0922 | 6.56*** |
β GARCH Volatility persistence | 0.8682 | 43.36*** |
Spline Coefficients
K=5
| γ1 | -0.2276 | -4.93*** |
| γ2 | 0.3693 | 5.64*** |
| γ3 | -0.2550 | -6.24*** |
| γ4 | 0.2053 | 5.58*** |
| γ5 | -0.1858 | -3.92*** |
Persistence:
0.960
Half-life:
17 days
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