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V-Lab

Hallmark Financial Services Inc MF2-GARCH Volatility Analysis

Volatility prediction for Wednesday, July 29th, 2026

1 Day

5,188.35%

increased by 4,828.70%

1 Week

5,997.13%

increased by 5,637.48%

1 Month

6,167.10%

increased by 5,807.45%

Analysis last updated: Wednesday, July 29, 2026 at 09:11 AM UTC

Date Range:

from

to

6M ·

1Y ·

2Y ·

5Y ·

10Y ·

All

graph of Hallmark Financial Services Inc MF2-GARCH

News Impact Curve

How returns affect tomorrow's volatility

Volatility Forecast

How volatility evolves over time

Parameter Estimates

Jan 16, 1990 to Jun 12, 2026

Model Insight

This asset exhibits a modest leverage effect: negative returns increase next-day volatility 24% more than equivalent positive returns.

σ

MF2-GARCH Model

Tap to view equation

ParameterValuet-statistic
m

window

Rolling window length

41
α

ARCH

Response to squared shocks

0.1087
10.41***
β

GARCH

Volatility persistence

0.7377
45.63***
γ

leverage

Additional response to negative shocks

0.0265
2.76***
λ₁

tau intercept

Baseline long-term coefficient

0.0222
1.70*
λ₂

forecast adj.

Forecast performance sensitivity

0.0356
4.83***
λ₃

tau persistence

Long-term factor persistence

0.9644
108.99***

Persistence:

0.860

Half-life:

5 days