Ghana Stock Exchange Composite Index APARCH Volatility Analysis
Volatility prediction for Friday, July 17th, 2026
1 Day
8.57%
1 Week
9.15%
1 Month
10.43%
Analysis last updated: Friday, July 17, 2026 at 11:36 PM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 4, 2011 to Apr 30, 2026Model 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.
APARCH Model
Tap to view equation
| Parameter | Value | t-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
Other Ghana Stock Exchange Composite Index Analyses
Other APARCH Analyses on Equity Indices