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V-Lab

Capitalonline Data Service Co Ltd APARCH Volatility Analysis

Volatility prediction for Tuesday, July 14th, 2026

1 Day

66.30%

decreased by 0.84%

1 Week

66.26%

decreased by 0.88%

1 Month

66.12%

decreased by 1.02%

Analysis last updated: Tuesday, July 14, 2026 at 06:23 PM UTC

Date Range:

from

to

6M ·

1Y ·

2Y ·

5Y ·

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graph of Capitalonline Data Service Co Ltd APARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jul 1, 2020 to Jul 10, 2026

Model Insight

This asset shows a rare inverse leverage effect: positive returns raise next-day volatility 140% more than negative returns. Volatility rises more after gains than after losses, the reverse of the usual leverage effect and uncommon among risky assets. The volatility power δ = 2.40 sits above 2, so large shocks influence volatility more than quadratically, dominating the response more than in standard GARCH.

σ

APARCH Model

Tap to view equation

ParameterValuet-statistic
ω

const

Unconditional variance weight

1.0000
3.44***
α

ARCH

Response to squared shocks

0.0629
6.17***
β

GARCH

Volatility persistence

0.8888
135.81***
γ

leverage

Additional response to negative shocks

-0.1803
-5.50***
δ

power

Transformation power

2.4011
11.72***

Persistence:

0.967

Half-life:

21 days