手法を比較

	Panel GARCH モデル	ARCHモデル（Autoregressive Conditional Heteroskedasticity）
分野	計量経済学	計量経済学
系統	Regression model	Regression model
提唱年	1986 (GARCH); panel extension 1990s–2000s	1982
提唱者	Bollerslev (1986); extended to panel settings in subsequent literature	Robert F. Engle
種類	Volatility model	Conditional volatility model
原典	Bollerslev, T. (1986). Generalized autoregressive conditional heteroskedasticity. Journal of Econometrics, 31(3), 307–327.	Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987–1007.
別名	panel GARCH, GARCH panel model, panel volatility model, panel conditional heteroscedasticity model	ARCH, autoregressive conditional heteroskedasticity, Engle ARCH, conditional variance model
関連	6	6
概要	The Panel GARCH model extends Bollerslev's (1986) Generalized Autoregressive Conditional Heteroscedasticity framework to panel data, allowing conditional variance to evolve over time for each cross-sectional unit. It simultaneously captures unit-level heterogeneity and time-varying volatility clustering, making it the standard tool for modelling risk and uncertainty in multi-entity financial and macroeconomic panels.	The ARCH model, introduced by Robert Engle in 1982, captures time-varying volatility in financial and macroeconomic time series. It models the conditional variance of today's error as a function of past squared errors, explaining why volatile periods cluster together — a phenomenon known as volatility clustering.