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Dow Jones Industrial Average APARCH Volatility Analysis

Volatility prediction for Monday, October 19th, 2026

1 Day

11.30%

increased by 0.22%

1 Week

11.62%

increased by 0.54%

1 Month

12.72%

increased by 1.64%

Analysis last updated: Saturday, October 17, 2026 at 12:04 AM UTC

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Date Range:

from

10/16/2024

to

10/16/2026

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of Dow Jones Industrial Average APARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jan 1, 1990 to Oct 16, 2026

Model Insight

This asset exhibits a strong leverage effect: volatility responds almost entirely to negative shocks. The ARCH response to positive shocks is negligible. The volatility power δ = 1.05 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: volatility responds almost entirely to negative shocksδ = 1.05 · sub-quadratic power
ParamValuet-stat
ωconst0.0275
8.94***
αARCH0.0847
9.21***
βGARCH0.9066
110.54***
γleverage0.8371
7.28***
δpower1.0514
9.72***

0.976

Persistence

28d

Half-life
σ

APARCH Model

Tap to view equation

ParameterValuet-statistic
ω

const

Unconditional variance weight

0.0275
8.94***
α

ARCH

Response to squared shocks

0.0847
9.21***
β

GARCH

Volatility persistence

0.9066
110.54***
γ

leverage

Additional response to negative shocks

0.8371
7.28***
δ

power

Transformation power

1.0514
9.72***

Persistence:

0.976

Half-life:

28 days