V-Lab
NIO Inc ILLIQ-MFMEM Liquidity Analysis
Illiquidity prediction for Wednesday, September 30th, 2026
1 Day
127.15
1 Week
116.01
1 Month
124.10
Analysis last updated: Tuesday, September 29, 2026 at 09:50 PM UTC
News Impact Curve
How returns affect tomorrow's illiquidityIlliquidity Forecast
How illiquidity evolves over timeParameter Estimates
Sep 12, 2018 to Sep 25, 2026Model Insight
With persistence 1.000, illiquidity shocks have a half-life of 1492 trading days (~5.9 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate. This multi-frequency model splits illiquidity into a fast short-run component and a slow-moving long-run level that drifts over the sample rather than a constant baseline.
Asymmetry: Illiquidity rises 29% more after negative returns
ILLIQ-MFMEM Model
Tap to view equation
| Param | Value | t-stat |
|---|---|---|
| mwindow | 51 | |
| αARCH | 0.0953 | 10.21*** |
| βGARCH | 0.8902 | 92.70*** |
| γleverage | 0.0281 | 4.93*** |
| λ₁tau intercept | 10.0000 | 3.31*** |
| λ₂forecast adj. | 0.4129 | 6.30*** |
| λ₃tau persistence | 0.5871 | 9.06*** |
1.000
Persistence1492d
Half-lifeILLIQ-MFMEM Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
m window Rolling window length | 51 | |
α ARCH Response to squared shocks | 0.0953 | 10.21*** |
β GARCH Volatility persistence | 0.8902 | 92.70*** |
γ leverage Additional response to negative shocks | 0.0281 | 4.93*** |
λ₁ tau intercept Baseline long-term coefficient | 10.0000 | 3.31*** |
λ₂ forecast adj. Forecast performance sensitivity | 0.4129 | 6.30*** |
λ₃ tau persistence Long-term factor persistence | 0.5871 | 9.06*** |
Persistence:
1.000
Half-life:
1492 days
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