Forecasting Crude Oil Prices By: Keith Cochran Joseph Singh Julio Urenda Dave White Justin Adams
Inquiry: Are Crude Oil Prices Destined to Rise this Summer?
Crude Oil Prices
Economic Background Oil prices fall due to weak world demand (largely as a result of economic recession in the United States) and OPEC overproduction. Oil prices decline sharply following the September 11, 2001 terrorist attacks, largely on increased fears of a worldwide economic downturn (and therefore lower oil demand). Continued unrest in Venezuela and oil traders' anticipation of imminent military action in Iraq causes prices to rise in January and February, 2003.
Economic Significance U.S. highly dependent upon Oil. Price of Crude Oil has direct influence on Gasoline Prices. Higher Oil Prices can create Inflationary pressures/ higher prices of goods and services.
Data Weekly data beginning in January 1997 Data taken from Department of Energy Weekly data captures price fluctuations more accurately Representative of collective OPEC countries
Crude Oil Prices (1997-May, 2004)
First Dickey-Fuller Test ADF Test Statistic % Critical Value* % Critical Value % Critical Value Accept null hypothesis that there is a unit root. The data is evolutionary.
Data now Stationary
Histogram
Second Dickey-Fuller Test ADF Test Statistic % Critical Value* % Critical Value % Critical Value Reject null hypothesis that there is a unit root. The sample is now stationary.
Correlogram of dlncrude
ARMA Model
Residual Graph
Histogram
Correlogram of Residuals
Trace of Residual Squared
Correlogram of Residual Squared
ARCH-GARCH Model
Forecast for 1/3/04 to 5/21/04
Forecast for Normal Model
Forecast values for ARCH- GARCH
Forecasting 5/21/04 – 9/03/04
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Conclusions There is an upward trend in oil prices for the Have significant impact on Consumer Price Index (CPI)
Economic Significance of Results Crude Oil Prices are increasing this summer This is largely due to a steady increase in oil demand in the United States and China However, supply disruptions are impossible to predict and could affect oil prices