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ZTO Express Cayman Inc ILLIQ-MFMEM Liquidity Analysis

Illiquidity prediction for Monday, August 24th, 2026

1 Day

298.33

decreased by 30.68

1 Week

309.93

decreased by 19.08

1 Month

301.51

decreased by 27.50

Analysis last updated: Friday, August 21, 2026 at 11:13 PM UTC

Date Range:

from

to

6M ·

1Y ·

2Y ·

5Y ·

All

graph of ZTO Express Cayman Inc ILLIQ-MFMEM

News Impact Curve

How returns affect tomorrow's illiquidity

Illiquidity Forecast

How illiquidity evolves over time

Parameter Estimates

Oct 27, 2016 to Aug 21, 2026

Model Insight

Illiquidity shocks decay with a half-life of 7 trading days, meaning a shock loses half its impact after approximately 7 days. 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.

μ

ILLIQ-MFMEM Model

Tap to view equation

ParameterValuet-statistic
m

window

Rolling window length

71
α

ARCH

Response to squared shocks

0.0949
3.83***
β

GARCH

Volatility persistence

0.8587
193.92***
γ

leverage

Additional response to negative shocks

-0.0949
-1.63
λ₁

tau intercept

Baseline long-term coefficient

8.1473
10.72***
λ₂

forecast adj.

Forecast performance sensitivity

0.1496
35.79***
λ₃

tau persistence

Long-term factor persistence

0.7988
13.65***

Persistence:

0.906

Half-life:

7 days