The Energy Journal · 1995 · 930 citations · 27 references
Social SciencesEconomicsEconometricsMacroeconomicsTime Series AnalysisCommodity Price DynamicsDynamic Economic ModelsOil EconomicsTime Series ForecastingVolatility ModelingConditional VarianceConditional Variance EstimationEconomic Growth DynamicsGeneralized Autoregressive Conditional Heteroskedasticity ModelsOil Price ForecastingOil Price ShocksOil Price VolatilityOil Prices
In this paper we argue that an oil price change is likely to have greater impact on real GNP in an environment where oil prices have been stable, than in an environment where oil price movement has been frequent and erratic. An oil price shock variable reflecting both the unanticipated component and the time-varying conditional variance of oil price change (forecasts) is constructed and found to be highly significant in explaining economic growth across different sample periods, even when matched against various economic variables and other functions of oil price. We find that positive normalized shocks have a powerful effect on growth while negative normalized shocks do not.
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Generalized autoregressive conditional heteroskedasticity
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