FTSE Bursa Malaysia KLCI Index - Kuala Lumpur Composite Index APARCH Volatility Analysis
Volatility prediction for Tuesday, July 14th, 2026
1 Day
9.21%
1 Week
9.42%
1 Month
10.19%
Analysis last updated: Monday, July 13, 2026 at 01:00 PM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 2, 1990 to Jul 10, 2026Model Insight
With persistence 0.992, volatility shocks have a half-life of 87 trading days (~0.3 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate. The volatility power δ = 1.70 sits below 2, so large shocks influence volatility less than quadratically, a more outlier-robust response than standard GARCH.
Leverage: Negative returns increase volatility 90% more than positive returns
APARCH Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0110 | 25.07*** |
α ARCH Response to squared shocks | 0.1054 | 41.77*** |
β GARCH Volatility persistence | 0.8946 | 396.73*** |
γ leverage Additional response to negative shocks | 0.1869 | 17.83*** |
δ power Transformation power | 1.6991 | 39.96*** |
Persistence:
0.992
Half-life:
87 days
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