Statistical Analysis of Commodities Futures Prices

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Presentation transcript:

Statistical Analysis of Commodities Futures Prices Andrew Hauser, Department of Mathematics Mentor: Walt G. Werner, Department of Economics and Finance

Natural Gas Futures Prices Section I: Purpose and Background Section II: Importance of Study Section III: Research Objectives Section IV: Methods Section V: Results Section VI: Conclusion Section VII: Further Research

Purpose Examine patterns of the trading price of natural gas futures Analyze Outliers Seasonality of Trading Prices Variance of Prices Correlation of Prices on Stocks

Background of Natural Gas Primarily used as a source for heating and electrical generation Increasing in demand Transportation http://blog.kir.com/archives/oil%20and%20gas%20well%20at%20sunset3.jpg

Natural Gas Futures Traded on New York Mercantile Exchange (NYMEX) Million British thermal units (mmBTU) Contracts in blocks of 10,000 mmBTU Henry Hub Pricing point for natural gas futures

Natural Gas Pipelines

Importance of Study Understand natural gas futures prices and how they are influenced Determine if there is an investment strategy http://economicconfidential.com/x/images/stories/pipeline.jpeg

Research Objectives Determine trends and statistical properties of the natural gas prices Seasonality Time Series Properties

Methods Used historical natural gas futures prices from the Energy Information Administration (EIA) Contracts 1 through 4 Converted data collected from EIA Analysis Looked for outliers on graphs Looked at seasonality Compared Natural Gas prices with WMB

Results - Example Price on Friday, April 13: NYMEX: $1.981 per mmBTU Price per Contract: $1.981 x 10,000 = $19,810

Results – Outliers

Results – Outliers (cont)

Results – Seasonality Price in Dollars per mmBTU Month High Price Average Price Low Price January 9.32 (2006) 4.43 1.35 (1995) February 9.37 (2008) 4.37 1.48 (1995) March 10.10 (2008) 4.42 1.69 (1995) April 10.84 (2008) 4.41 1.66 (1995) May 11.70 (2008) 4.57 1.72 (1995) June 13.35 (2008) 4.56 1.53 (1995) July 9.12 (2008) 4.27 1.61 (1995) August 11.47 (2005) 4.14 1.59 (1994) September 13.92 (2005) 4.63 1.66 (1994) October 12.21 (2005) 4.93 1.87 (1995) November 12.59 (2005) 4.89 1.70 (1994) December 11.23 (2005) 4.82 1.73 (1994)

Results – Seasonality (cont)

Results – Seasonality (cont)

Results – Comparison to Stocks Natural Gas was compared to Williams (WMB) No statistically significant correlation No correlation to energy sector either

Results – Summary Outliers of Data Set Seasonality Correlation Four outliers for natural gas Seasonality Change between August and September Correlation Not significantly correlated to stocks

Conclusion/Discussion Price jump in seasonality If a person has excess storage capacity, why not buy in August and sell in September? Based on this analysis, outside events cause commodity prices to spike Hurricanes Katrina and Rita Recession

Further Research Analyze weather influence on futures prices Look at the influence of hurricane season on natural gas Influence of storage costs on pricing of natural gas Further analysis with stocks

Acknowledgements University of Wyoming Honors Program McNair Scholars Program Director Zackie Salmon Assistant Director Susan Stoddard, M.S.; LPC Department of Economics and Finance Walt Werner, Mentor Dr. Frederic Sterbenz Philip Temte

Questions