Skip to main content
V-Lab
V-Lab

S&P GSCI Live Cattle Index APARCH Volatility Analysis

Volatility prediction for Monday, September 14th, 2026

1 Day

16.16%

decreased by 0.15%

1 Week

16.15%

decreased by 0.16%

1 Month

16.11%

decreased by 0.20%

Analysis last updated: Saturday, September 12, 2026 at 12:57 AM UTC

Date Range:

from

to

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of S&P GSCI Live Cattle Index APARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jan 2, 1990 to Sep 11, 2026

Model Insight

This asset exhibits a strong leverage effect: negative returns increase next-day volatility 270% more than equivalent positive returns. The volatility power δ = 1.48 sits below 2, so large shocks influence volatility less than quadratically, a more outlier-robust response than standard GARCH.

σ

APARCH Model

Tap to view equation

Leverage: Negative returns increase volatility 270% more than positive returnsδ = 1.48 · sub-quadratic power
ParamValuet-stat
ωconst0.0110
6.55***
αARCH0.0438
8.24***
βGARCH0.9490
185.56***
γleverage0.4150
5.82***
δpower1.4814
8.20***

0.989

Persistence

61d

Half-life
σ

APARCH Model

Tap to view equation

ParameterValuet-statistic
ω

const

Unconditional variance weight

0.0110
6.55***
α

ARCH

Response to squared shocks

0.0438
8.24***
β

GARCH

Volatility persistence

0.9490
185.56***
γ

leverage

Additional response to negative shocks

0.4150
5.82***
δ

power

Transformation power

1.4814
8.20***

Persistence:

0.989

Half-life:

61 days