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South African Rand APARCH Volatility Analysis

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

Volatility prediction for Monday, October 5th, 2026

1 Day

10.20%

increased by 2.06%

1 Week

10.24%

increased by 2.10%

1 Month

10.40%

increased by 2.26%

Analysis last updated: Friday, October 2, 2026 at 08:40 PM UTC

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Date Range:

from

10/02/2024

to

10/02/2026

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of South African Rand APARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jan 2, 1990 to Oct 2, 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.

Inverse leverage: Positive returns increase volatility 83% more than negative returns

σ

APARCH Model

Tap to view equation

High persistence: persistence 1.000 ≥ 1, shocks do not decayInverse leverage: Positive returns increase volatility 83% more than negative returns
ParamValuet-stat
ωconst0.0016
3.48***
αARCH0.0590
8.41***
βGARCH0.9389
116.30***
γleverage-0.1475
-3.26***
δpower2.0350
7.36***

1.000

Persistence

-

Half-life
σ

APARCH Model

Tap to view equation

ParameterValuet-statistic
ω

const

Unconditional variance weight

0.0016
3.48***
α

ARCH

Response to squared shocks

0.0590
8.41***
β

GARCH

Volatility persistence

0.9389
116.30***
γ

leverage

Additional response to negative shocks

-0.1475
-3.26***
δ

power

Transformation power

2.0350
7.36***

Persistence:

1.000

Half-life:

-