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The effects of oil price volatility on ethanol, gasoline, and sugar price forecasts

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  • Carpio, Lucio Guido Tapia

Abstract

This paper analyzes the long-term and short-term effects of oil prices on ethanol, gasoline, and sugar price forecasts. With the help of a vector error correction with exogenous variable (VECX) model, and using the forecast of oil prices as an exogenous variable, we obtained simultaneous forecasts for ethanol, gasoline, and sugar prices. Due to the lack of a robust methodology for forecasting oil prices, we forecasted three scenarios that took the historical behavior of oil prices into account, and a fourth scenario that took into account the prediction of a prominent agency that specializes in forecasting commodity prices. The forecast period was from January 2019 to December 2022. The results indicate that: (i) there are long-term effects of the oil price forecast on the forecasts of the other three prices; (ii) in the short term, the ethanol and gasoline price forecasts were more sensitive to changes in future oil prices than the sugar price forecast; and (iii) the future volatility of the price of sugar is less than the future volatility of the other two prices. These results can assist agents in the sugarcane and energy sectors when making strategic decisions.

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  • Carpio, Lucio Guido Tapia, 2019. "The effects of oil price volatility on ethanol, gasoline, and sugar price forecasts," Energy, Elsevier, vol. 181(C), pages 1012-1022.
    • Handle: RePEc:eee:energy:v:181:y:2019:i:c:p:1012-1022
    DOI: 10.1016/j.energy.2019.05.067
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    as
    1. repec:ner:leuven:urn:hdl:123456789/413548 is not listed on IDEAS
    2. Weijermars, R. & Sun, Z., 2018. "Regression analysis of historic oil prices: A basis for future mean reversion price scenarios," Global Finance Journal, Elsevier, vol. 35(C), pages 177-201.
    3. Bastianin, Andrea & Galeotti, Marzio & Manera, Matteo, 2016. "Ethanol and field crops: Is there a price connection?," Food Policy, Elsevier, vol. 63(C), pages 53-61.
    4. Defante, Lilliane Renata & Vilpoux, Olivier François & Sauer, Leandro, 2018. "Rapid expansion of sugarcane crop for biofuels and influence on food production in the first producing region of Brazil," Food Policy, Elsevier, vol. 79(C), pages 121-131.
    5. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    6. Verbruggen, Aviel & Al Marchohi, Mohamed, 2010. "Views on peak oil and its relation to climate change policy," Energy Policy, Elsevier, vol. 38(10), pages 5572-5581, October.
    7. Jarrett, Uchechukwu & Mohaddes, Kamiar & Mohtadi, Hamid, 2019. "Oil price volatility, financial institutions and economic growth," Energy Policy, Elsevier, vol. 126(C), pages 131-144.
    8. Jack H. W. Penm & Jammie H. Penm & R. D. Terrell, 1993. "The Recursive Fitting Of Subset Varx Models," Journal of Time Series Analysis, Wiley Blackwell, vol. 14(6), pages 603-619, November.
    9. Amano, R. A. & van Norden, S., 1998. "Oil prices and the rise and fall of the US real exchange rate," Journal of International Money and Finance, Elsevier, vol. 17(2), pages 299-316, April.
    10. Gardebroek, Cornelis & Hernandez, Manuel A., 2013. "Do energy prices stimulate food price volatility? Examining volatility transmission between US oil, ethanol and corn markets," Energy Economics, Elsevier, vol. 40(C), pages 119-129.
    11. Lima, Cristiane Rocha Albuquerque & de Melo, Gabriel Rivas & Stosic, Borko & Stosic, Tatijana, 2019. "Cross-correlations between Brazilian biofuel and food market: Ethanol versus sugar," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 513(C), pages 687-693.
    12. Condon, Nicole & Klemick, Heather & Wolverton, Ann, 2015. "Impacts of ethanol policy on corn prices: A review and meta-analysis of recent evidence," Food Policy, Elsevier, vol. 51(C), pages 63-73.
    13. Miao, Hong & Ramchander, Sanjay & Wang, Tianyang & Yang, Dongxiao, 2017. "Influential factors in crude oil price forecasting," Energy Economics, Elsevier, vol. 68(C), pages 77-88.
    14. Paschalidou, A. & Tsatiris, M. & Kitikidou, K., 2016. "Energy crops for biofuel production or for food? - SWOT analysis (case study: Greece)," Renewable Energy, Elsevier, vol. 93(C), pages 636-647.
    15. Souza, Simone Pereira & Nogueira, Luiz Augusto Horta & Martinez, Johan & Cortez, Luis Augusto Barbosa, 2018. "Sugarcane can afford a cleaner energy profile in Latin America & Caribbean," Renewable Energy, Elsevier, vol. 121(C), pages 164-172.
    16. Mensah, Lord & Obi, Pat & Bokpin, Godfred, 2017. "Cointegration test of oil price and us dollar exchange rates for some oil dependent economies," Research in International Business and Finance, Elsevier, vol. 42(C), pages 304-311.
    17. Debnath, Deepayan & Whistance, Jarrett & Thompson, Wyatt & Binfield, Julian, 2017. "Complement or substitute: Ethanol’s uncertain relationship with gasoline under alternative petroleum price and policy scenarios," Applied Energy, Elsevier, vol. 191(C), pages 385-397.
    18. Drabik, Dušan & Ciaian, Pavel & Pokrivčák, Ján, 2016. "The effect of ethanol policies on the vertical price transmission in corn and food markets," Energy Economics, Elsevier, vol. 55(C), pages 189-199.
    19. Grasso, Margherita & Manera, Matteo, 2007. "Asymmetric error correction models for the oil-gasoline price relationship," Energy Policy, Elsevier, vol. 35(1), pages 156-177, January.
    20. Bumpass, Donald & Ginn, Vance & Tuttle, M.H., 2015. "Retail and wholesale gasoline price adjustments in response to oil price changes," Energy Economics, Elsevier, vol. 52(PA), pages 49-54.
    21. Awerbuch, Shimon & Sauter, Raphael, 2006. "Exploiting the oil-GDP effect to support renewables deployment," Energy Policy, Elsevier, vol. 34(17), pages 2805-2819, November.
    22. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    23. Gori, F. & Ludovisi, D. & Cerritelli, P.F., 2007. "Forecast of oil price and consumption in the short term under three scenarios: Parabolic, linear and chaotic behaviour," Energy, Elsevier, vol. 32(7), pages 1291-1296.
    24. Kelvin Balcombe & George Rapsomanikis, 2008. "Bayesian Estimation and Selection of Nonlinear Vector Error Correction Models: The Case of the Sugar-Ethanol-Oil Nexus in Brazil," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 90(3), pages 658-668.
    25. Miroslava Rajcaniova & d'Artis Kancs & Pavel Ciaian, 2014. "Bioenergy and global land-use change," Applied Economics, Taylor & Francis Journals, vol. 46(26), pages 3163-3179, September.
    26. Timilsina, Govinda R. & Mevel, Simon & Shrestha, Ashish, 2011. "Oil price, biofuels and food supply," Energy Policy, Elsevier, vol. 39(12), pages 8098-8105.
    27. Nicholson, William B. & Matteson, David S. & Bien, Jacob, 2017. "VARX-L: Structured regularization for large vector autoregressions with exogenous variables," International Journal of Forecasting, Elsevier, vol. 33(3), pages 627-651.
    28. Chiu, Fan-Ping & Hsu, Chia-Sheng & Ho, Alan & Chen, Chi-Chung, 2016. "Modeling the price relationships between crude oil, energy crops and biofuels," Energy, Elsevier, vol. 109(C), pages 845-857.
    29. van Eyden, Reneé & Difeto, Mamothoana & Gupta, Rangan & Wohar, Mark E., 2019. "Oil price volatility and economic growth: Evidence from advanced economies using more than a century’s data," Applied Energy, Elsevier, vol. 233, pages 612-621.
    30. Severin Borenstein & A. Colin Cameron & Richard Gilbert, 1997. "Do Gasoline Prices Respond Asymmetrically to Crude Oil Price Changes?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 305-339.
    31. de Albuquerquemello, Vinícius Phillipe & de Medeiros, Rennan Kertlly & da Nóbrega Besarria, Cássio & Maia, Sinézio Fernandes, 2018. "Forecasting crude oil price: Does exist an optimal econometric model?," Energy, Elsevier, vol. 155(C), pages 578-591.
    32. Rezende, Marcelo L. & Richardson, James W., 2015. "Economic feasibility of sugar and ethanol production in Brazil under alternative future prices outlook," Agricultural Systems, Elsevier, vol. 138(C), pages 77-87.
    33. Wei Su, Chi & Wang, Xiao-Qing & Tao, Ran & Oana-Ramona, Lobonţ, 2019. "Do oil prices drive agricultural commodity prices? Further evidence in a global bio-energy context," Energy, Elsevier, vol. 172(C), pages 691-701.
    34. Miroslava Rajcaniova & d'Artis Kancs & Pavel Ciaian, 2014. "Bioenergy and global land-use change," Applied Economics, Taylor & Francis Journals, vol. 46(26), pages 3163-3179, September.
    35. Hosseini, Seyed Hossein & Shakouri G., Hamed, 2016. "A study on the future of unconventional oil development under different oil price scenarios: A system dynamics approach," Energy Policy, Elsevier, vol. 91(C), pages 64-74.
    36. Chang, Ting-Huan & Su, Hsin-Mei, 2010. "The substitutive effect of biofuels on fossil fuels in the lower and higher crude oil price periods," Energy, Elsevier, vol. 35(7), pages 2807-2813.
    37. Monteiro, Nathalia & Altman, Ira & Lahiri, Sajal, 2012. "The impact of ethanol production on food prices: The role of interplay between the U.S. and Brazil," Energy Policy, Elsevier, vol. 41(C), pages 193-199.
    38. Nusair, Salah A. & Olson, Dennis, 2019. "The effects of oil price shocks on Asian exchange rates: Evidence from quantile regression analysis," Energy Economics, Elsevier, vol. 78(C), pages 44-63.
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