ARTÍCULO
TITULO

Switching Regime and ARCH Effect in Volatility Models: A Study for the Shock in Petroleum Prices

Andre Barbosa Oliveira    
Pedro L. Valls Pereira    

Resumen

Petroleum is an important energy commodity, being used in different activities, having a direct or indirect effect on several sectors in the economy. This commodity has unstable prices, as a result of geopolitical shocks as well as market shocks in the perspective of technological innovation in the area of energy and changing consumption patterns. In this work we study the volatility of the main reference oil prices with three models: GARCH; GARCH with regime change (MS-GARCH); and unconditional variance model with regime change (MSIH). The models are compared in terms of predictive performance and value-at-risk outside the estimation sample. We can identify different regimes on oil prices. The models with Markovian Switching are the best models using predictive performance and also the value at risk performance metric.

 Artículos similares

       
 
Katleho Makatjane and Ntebogang Moroke    
During the past decades, seasonal autoregressive integrated moving average (SARIMA) had become one of a prevalent linear models in time series and forecasting. Empirical research advocated that forecasting with non-linear models can be an encouraging alt... ver más

 
Marwane El Alaoui, Elie Bouri and Nehme Azoury    
We examined the determinants of the U.S. consumer sentiment by applying linear and nonlinear models. The data are monthly from 2009 to 2019, covering a large set of financial and nonfinancial variables related to the stock market, personal income, confid... ver más

 
Stelios Bekiros and Christos Avdoulas    
We examined the dynamic linkages among money market interest rates in the so-called ?BRICS? countries (Brazil, Russia, India, China, and South Africa) by using weekly data of the overnight, one-, three-, and six- months, as well as of one year, Treasury ... ver más
Revista: Forecasting

 
Carl Hope Korkpoe,Nathaniel Howard     Pág. 69 - 79
We adopt a granular approach to estimating the risk of equity returns in sub-Saharan African frontier equity markets under the assumption that, returns are influenced by developments in the underlying economy. Four countries were studied ? Botswana, Ghan... ver más

 
Dimitrios DIMITRIOU,Anastasios PAPPAS     Pág. 121 - 131
JEL. E61, E62, H21.