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V-Lab

Karachi Stock Exchange KSE100 Index Asy. Power MEM Volatility Analysis

Volatility prediction for Friday, September 11th, 2026

1 Day

23.97%

increased by 6.44%

1 Week

23.08%

increased by 5.55%

1 Month

20.81%

increased by 3.28%

Analysis last updated: Saturday, September 12, 2026 at 12:48 AM UTC

Date Range:

from

to

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of Karachi Stock Exchange KSE100 Index APMEM

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Mar 10, 1998 to Sep 10, 2026

Model Insight

This asset exhibits a modest leverage effect: negative returns increase next-day volatility 40% more than equivalent positive returns. The volatility power δ = 1.32 sits below 2, so large shocks influence volatility less than quadratically, a more outlier-robust response than standard GARCH.

μ

APMEM Model

Tap to view equation

Leverage: Negative returns increase volatility 40% more than positive returnsδ = 1.32 · sub-quadratic power
ParamValuet-stat
ωconst0.0853
3.18***
αARCH0.2994
10.83***
βGARCH0.6748
17.90***
γleverage0.1280
2.76***
δpower1.3197
3.10***

0.924

Persistence

9d

Half-life
μ

APMEM Model

Tap to view equation

ParameterValuet-statistic
ω

const

Unconditional variance weight

0.0853
3.18***
α

ARCH

Response to squared shocks

0.2994
10.83***
β

GARCH

Volatility persistence

0.6748
17.90***
γ

leverage

Additional response to negative shocks

0.1280
2.76***
δ

power

Transformation power

1.3197
3.10***

Persistence:

0.924

Half-life:

9 days