Порівняння методів

	ARCH-модель зі структурними змінами	Модель TGARCH (Threshold GARCH)
Галузь	Економетрика	Економетрика
Родина	Regression model	Regression model
Рік появи	1982–1990	1993-1994
Автор методу	Engle (1982) for ARCH; Lamoureux & Lastrapes (1990) for break-adjusted variance persistence	Zakoian (1994); Glosten, Jagannathan & Runkle (1993)
Тип	Volatility model with regime change	Asymmetric volatility model
Основоположне джерело	Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987–1007.	Zakoian, J.-M. (1994). Threshold heteroskedastic models. Journal of Economic Dynamics and Control, 18(5), 931-955.
Інші назви	ARCH with structural breaks, break-adjusted ARCH, regime-switching ARCH, SB-ARCH	Threshold GARCH, TGARCH, GJR-GARCH, asymmetric GARCH
Пов'язані	5	6
Підсумок	The Structural Break ARCH model extends Engle's (1982) Autoregressive Conditional Heteroscedasticity framework by explicitly accounting for abrupt, permanent shifts in the conditional variance process. Ignoring structural breaks in variance causes ARCH parameters to appear spuriously persistent, so incorporating break dummies or regime-specific parameters yields more accurate volatility estimates and better model fit.	The Threshold GARCH (TGARCH) model extends the standard GARCH framework by allowing positive and negative return shocks to have asymmetric effects on conditional variance. Negative shocks — bad news — typically amplify volatility more than positive shocks of the same magnitude, a stylised fact known as the leverage effect. TGARCH captures this asymmetry through a threshold indicator that switches on when the previous period's shock was negative.