V-Lab
iShares MSCI Singapore Capped ETF APARCH Volatility Analysis
Volatility prediction for Monday, September 14th, 2026
1 Day
17.44%
1 Week
17.66%
1 Month
18.46%
Analysis last updated: Friday, September 11, 2026 at 11:23 PM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Apr 1, 1996 to Sep 11, 2026Model Insight
With persistence 0.992, volatility shocks have a half-life of 92 trading days (~0.4 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate. The volatility power δ = 1.55 sits below 2, so large shocks influence volatility less than quadratically, a more outlier-robust response than standard GARCH.
Leverage: Negative returns increase volatility 355% more than positive returns
APARCH Model
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| Param | Value | t-stat |
|---|---|---|
| ωconst | 0.0198 | 6.26*** |
| αARCH | 0.0729 | 9.28*** |
| βGARCH | 0.9233 | 139.90*** |
| γleverage | 0.4521 | 5.41*** |
| δpower | 1.5541 | 9.39*** |
0.992
Persistence92d
Half-lifeAPARCH Model
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| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0198 | 6.26*** |
α ARCH Response to squared shocks | 0.0729 | 9.28*** |
β GARCH Volatility persistence | 0.9233 | 139.90*** |
γ leverage Additional response to negative shocks | 0.4521 | 5.41*** |
δ power Transformation power | 1.5541 | 9.39*** |
Persistence:
0.992
Half-life:
92 days
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