iShares MSCI Italy Capped ETF APARCH Volatility Analysis
Volatility prediction for Monday, October 19th, 2026
1 Day
20.42%
1 Week
20.69%
1 Month
21.67%
Analysis last updated: Friday, October 16, 2026 at 10:40 PM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Apr 3, 1996 to Oct 16, 2026Model Insight
This asset exhibits a strong leverage effect: negative returns increase next-day volatility 221% more than equivalent positive returns. The volatility power δ = 1.51 sits below 2, so large shocks influence volatility less than quadratically, a more outlier-robust response than standard GARCH.
APARCH Model
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| Param | Value | t-stat |
|---|---|---|
| ωconst | 0.0341 | 5.67*** |
| αARCH | 0.0925 | 7.08*** |
| βGARCH | 0.9028 | 82.83*** |
| γleverage | 0.3682 | 3.35*** |
| δpower | 1.5091 | 7.86*** |
0.987
Persistence52d
Half-lifeAPARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0341 | 5.67*** |
α ARCH Response to squared shocks | 0.0925 | 7.08*** |
β GARCH Volatility persistence | 0.9028 | 82.83*** |
γ leverage Additional response to negative shocks | 0.3682 | 3.35*** |
δ power Transformation power | 1.5091 | 7.86*** |
Persistence:
0.987
Half-life:
52 days
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