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
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 16, 1990 to Jun 12, 2026Model 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
| Parameter | Value | t-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
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