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V-Lab

Ghana Stock Exchange Composite Index APARCH Volatility Analysis

Volatility prediction for Friday, July 17th, 2026

1 Day

8.57%

decreased by 0.11%

1 Week

9.15%

increased by 0.47%

1 Month

10.43%

increased by 1.75%

Analysis last updated: Friday, July 17, 2026 at 11:36 PM UTC

Date Range:

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to

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graph of Ghana Stock Exchange Composite Index APARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jan 4, 2011 to Apr 30, 2026

Model Insight

This asset shows a rare inverse leverage effect: positive returns raise next-day volatility 32% 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 = 2.21 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

0.0415
12.42***
α

ARCH

Response to squared shocks

0.1154
12.00***
β

GARCH

Volatility persistence

0.7964
63.92***
γ

leverage

Additional response to negative shocks

-0.0629
-3.52***
δ

power

Transformation power

2.2135
15.14***

Persistence:

0.922

Half-life:

9 days