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V-Lab

FTSE Bursa Malaysia KLCI Index - Kuala Lumpur Composite Index APARCH Volatility Analysis

Volatility prediction for Tuesday, July 14th, 2026

1 Day

9.21%

decreased by 0.22%

1 Week

9.42%

decreased by 0.01%

1 Month

10.19%

increased by 0.76%

Analysis last updated: Monday, July 13, 2026 at 01:00 PM UTC

Date Range:

from

to

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

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graph of FTSE Bursa Malaysia KLCI Index - Kuala Lumpur Composite Index APARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jan 2, 1990 to Jul 10, 2026

Model 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

σ

APARCH Model

Tap to view equation

ParameterValuet-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