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V-Lab

Panbrothers Tbk APARCH Volatility Analysis

High-persistence model: shocks decay very slowly, so the theoretical long-run value may not be practically meaningful

Volatility prediction for Friday, July 17th, 2026

1 Day

71.88%

decreased by 2.92%

1 Week

72.11%

decreased by 2.69%

1 Month

73.03%

decreased by 1.77%

Analysis last updated: Friday, July 17, 2026 at 09:15 PM UTC

Date Range:

from

to

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of Panbrothers Tbk APARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Aug 20, 1990 to Jul 10, 2026

Model Insight

Estimated persistence of 1.000 is at or above 1 (non-stationary): volatility shocks do not decay and the long-run variance is undefined, so long-horizon forecasts should be treated with caution.

Leverage: Negative returns increase volatility 35% more than positive returns

σ

APARCH Model

Tap to view equation

ParameterValuet-statistic
ω

const

Unconditional variance weight

0.0646
9.19***
α

ARCH

Response to squared shocks

0.0792
21.29***
β

GARCH

Volatility persistence

0.9208
323.67***
γ

leverage

Additional response to negative shocks

0.0746
4.72***
δ

power

Transformation power

1.9851
22.67***

Persistence:

1.000

Half-life:

-