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V-Lab
V-Lab

Warsaw Stock Exchange WIG Total Return Index Asy. Power MEM Volatility Analysis

Volatility prediction for Friday, September 11th, 2026

1 Day

17.40%

increased by 0.66%

1 Week

17.00%

increased by 0.26%

1 Month

15.71%

decreased by 1.03%

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

Date Range:

from

to

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of Warsaw Stock Exchange WIG Total Return Index APMEM

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Nov 16, 2000 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 = 1.15 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 = 1.15 · sub-quadratic power
ParamValuet-stat
ωconst0.0232
5.87***
αARCH0.1511
14.37***
βGARCH0.8430
78.47***
γleverage0.1467
5.15***
δpower1.1467
4.90***

0.965

Persistence

20d

Half-life
μ

APMEM Model

Tap to view equation

ParameterValuet-statistic
ω

const

Unconditional variance weight

0.0232
5.87***
α

ARCH

Response to squared shocks

0.1511
14.37***
β

GARCH

Volatility persistence

0.8430
78.47***
γ

leverage

Additional response to negative shocks

0.1467
5.15***
δ

power

Transformation power

1.1467
4.90***

Persistence:

0.965

Half-life:

20 days