Iwatsuka Confectionery Co APARCH Volatility Analysis
Volatility prediction for Tuesday, July 21st, 2026
1 Day
12.28%
1 Week
13.02%
1 Month
15.64%
Analysis last updated: Sunday, July 19, 2026 at 01:18 AM UTC
News Impact Curve
How returns affect tomorrow's volatilityVolatility Forecast
How volatility evolves over timeParameter Estimates
Jan 24, 1995 to Jul 17, 2026Model Insight
With persistence 0.993, volatility shocks have a half-life of 99 trading days (~0.4 years), close to a unit root, so long-run forecasts are highly sensitive to this estimate. The volatility power δ = 1.76 sits below 2, so large shocks influence volatility less than quadratically, a more outlier-robust response than standard GARCH.
Inverse leverage: Positive returns increase volatility 61% more than negative returns
APARCH Model
Tap to view equation
| Parameter | Value | t-statistic |
|---|---|---|
ω const Unconditional variance weight | 0.0394 | 13.07*** |
α ARCH Response to squared shocks | 0.1047 | 26.01*** |
β GARCH Volatility persistence | 0.8953 | 259.81*** |
γ leverage Additional response to negative shocks | -0.1352 | -5.33*** |
δ power Transformation power | 1.7578 | 24.38*** |
Persistence:
0.993
Half-life:
99 days
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