Vertaile menetelmiä

	Rakenteellisen muutoksen ARCH-malli	TGARCH-malli (Threshold GARCH)
Tieteenala	Ekonometria	Ekonometria
Menetelmäperhe	Regression model	Regression model
Syntyvuosi	1982–1990	1993-1994
Kehittäjä	Engle (1982) for ARCH; Lamoureux & Lastrapes (1990) for break-adjusted variance persistence	Zakoian (1994); Glosten, Jagannathan & Runkle (1993)
Tyyppi	Volatility model with regime change	Asymmetric volatility model
Alkuperäislähde	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.
Rinnakkaisnimet	ARCH with structural breaks, break-adjusted ARCH, regime-switching ARCH, SB-ARCH	Threshold GARCH, TGARCH, GJR-GARCH, asymmetric GARCH
Liittyvät	5	6
Tiivistelmä	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.