Modelling Primary Energy Consumption under Model Uncertainty
This paper examines the long-term relationship between primary energy consumption and other key macroeconomic variables, including real GDP, labour force, capital stock and technology, using a panel dataset for 64 countries over the period 1965-2009. Deploying panel error correction models, we find that there is a positive relationship running from physical capital, GDP, and population to primary energy consumption. We observe however a negative relationship between total factor productivity and primary energy usage. Significant differences arise in the magnitude of the cointegration coefficients, when we allow for differences in geopolitics and wealth levels. We also argue that inference on the basis of a single model without taking model uncertainty into account can lead to biased conclusions. Consequently, we address this problem by applying simple model averaging techniques to the estimated panel cointegration models. We find that tackling the uncertainty associated with selecting a single model with model averaging techniques leads to a more accurate representation of the link between energy consumption and the other macroeconomic variables, and to a significantly increased out-of-sample forecast performance.
|Date of creation:||Nov 2012|
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- Narayan, Paresh Kumar & Smyth, Russell, 2008. "Energy consumption and real GDP in G7 countries: New evidence from panel cointegration with structural breaks," Energy Economics, Elsevier, vol. 30(5), pages 2331-2341, September.
- Masih, Abul M. M. & Masih, Rumi, 1996. "Energy consumption, real income and temporal causality: results from a multi-country study based on cointegration and error-correction modelling techniques," Energy Economics, Elsevier, vol. 18(3), pages 165-183, July.
- Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004.
"Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach,"
American Economic Review,
American Economic Association, vol. 94(4), pages 813-835, September.
- Gernot Doppelhofer & Ronald I. Miller & Xavier Sala-i-Martin, 2000. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (Bace) Approach," OECD Economics Department Working Papers 266, OECD Publishing.
- Gernot Doppelhofer & Ronald I. Miller & Xavier Sala-i-Martin, 2000. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," NBER Working Papers 7750, National Bureau of Economic Research, Inc.
- Westerlund, Joakim, 2005.
"New Simple Tests for Panel Cointegration,"
2005:8, Lund University, Department of Economics.
- Davidson, Russell, 2009. "Econometric Theory and Methods: International Edition," OUP Catalogue, Oxford University Press, number 9780195391053, December.
- Lee, Chien-Chiang & Chien, Mei-Se, 2010. "Dynamic modelling of energy consumption, capital stock, and real income in G-7 countries," Energy Economics, Elsevier, vol. 32(3), pages 564-581, May.
- Soytas, Ugur & Sari, Ramazan, 2003. "Energy consumption and GDP: causality relationship in G-7 countries and emerging markets," Energy Economics, Elsevier, vol. 25(1), pages 33-37, January.
- Rolf Larsson & Johan Lyhagen & Mickael Lothgren, 2001.
"Likelihood-based cointegration tests in heterogeneous panels,"
Royal Economic Society, vol. 4(1), pages 41.
- Larsson, Rolf & Lyhagen, Johan & Löthgren, Mickael, 1998. "Likelihood-Based Cointegration Tests in Heterogeneous Panels," SSE/EFI Working Paper Series in Economics and Finance 250, Stockholm School of Economics, revised 27 Aug 1998.
- Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
- Abul Masih & Rumi Masih, 1998. "A multivariate cointegrated modelling approach in testing temporal causality between energy consumption, real income and prices with an application to two Asian LDCs," Applied Economics, Taylor & Francis Journals, vol. 30(10), pages 1287-1298.
- Reynolds, Douglas B. & Kolodziej, Marek, 2008. "Former Soviet Union oil production and GDP decline: Granger causality and the multi-cycle Hubbert curve," Energy Economics, Elsevier, vol. 30(2), pages 271-289, March.
- Apergis, Nicholas & Payne, James E., 2009. "Energy consumption and economic growth: Evidence from the Commonwealth of Independent States," Energy Economics, Elsevier, vol. 31(5), pages 641-647, September.
- Ben S. Bernanke & Refet S. Gürkaynak, 2002.
"Is Growth Exogenous? Taking Mankiw, Romer, and Weil Seriously,"
in: NBER Macroeconomics Annual 2001, Volume 16, pages 11-72
National Bureau of Economic Research, Inc.
- Ben S. Bernanke & Refet S. Gurkaynak, 2001. "Is Growth Exogenous? Taking Mankiw, Romer and Weil Seriously," NBER Working Papers 8365, National Bureau of Economic Research, Inc.
- Fatai, K & Oxley, Les & Scrimgeour, F.G, 2004. "Modelling the causal relationship between energy consumption and GDP in New Zealand, Australia, India, Indonesia, The Philippines and Thailand," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 64(3), pages 431-445.
- David I. Stern & Astrid Kander, 2011.
"The Role of Energy in the Industrial Revolution and Modern Economic Growth,"
CAMA Working Papers
2011-01, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
- David I. Stern and Astrid Kander, 2012. "The Role of Energy in the Industrial Revolution and Modern Economic Growth," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
- Paul, Shyamal & Bhattacharya, Rabindra N., 2004. "Causality between energy consumption and economic growth in India: a note on conflicting results," Energy Economics, Elsevier, vol. 26(6), pages 977-983, November.
- Squalli, Jay, 2007. "Electricity consumption and economic growth: Bounds and causality analyses of OPEC members," Energy Economics, Elsevier, vol. 29(6), pages 1192-1205, November.
- Diebold, Francis X & Mariano, Roberto S, 2002.
"Comparing Predictive Accuracy,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 20(1), pages 134-44, January.
- Lee, Chien-Chiang & Chang, Chun-Ping, 2008. "Energy consumption and economic growth in Asian economies: A more comprehensive analysis using panel data," Resource and Energy Economics, Elsevier, vol. 30(1), pages 50-65, January.
- Asafu-Adjaye, John, 2000.
"The relationship between energy consumption, energy prices and economic growth: time series evidence from Asian developing countries,"
Elsevier, vol. 22(6), pages 615-625, December.
- Asafu-Adjaye, John, 1999. "The relationship between energy consumption, energy prices and economic growth: Time series evidence from Asian developing countries," 1999 Conference (43th), January 20-22, 1999, Christchurch, New Zealand 123754, Australian Agricultural and Resource Economics Society.
- Wolde-Rufael, Yemane, 2006. "Electricity consumption and economic growth: a time series experience for 17 African countries," Energy Policy, Elsevier, vol. 34(10), pages 1106-1114, July.
- Paul Crompton & Yanrui Wu, 2004.
"Energy Consumption in China: Past Trends and Future Directions,"
Economics Discussion / Working Papers
04-22, The University of Western Australia, Department of Economics.
- Crompton, Paul & Wu, Yanrui, 2005. "Energy consumption in China: past trends and future directions," Energy Economics, Elsevier, vol. 27(1), pages 195-208, January.
- Pasaran, M.H. & Im, K.S. & Shin, Y., 1995.
"Testing for Unit Roots in Heterogeneous Panels,"
Cambridge Working Papers in Economics
9526, Faculty of Economics, University of Cambridge.
- Lee, Chien-Chiang & Chiu, Yi-Bin, 2011. "Nuclear energy consumption, oil prices, and economic growth: Evidence from highly industrialized countries," Energy Economics, Elsevier, vol. 33(2), pages 236-248, March.
- Stern, David I., 2000.
"A multivariate cointegration analysis of the role of energy in the US macroeconomy,"
Elsevier, vol. 22(2), pages 267-283, April.
- David I. Stern, 1998. "A multivariate cointegration analysis of the role of energy in the U.S. macroeconomy," Working Papers in Ecological Economics 9803, Australian National University, Centre for Resource and Environmental Studies, Ecological Economics Program.
- Warr, Benjamin & Ayres, Robert, 2006. "REXS: A forecasting model for assessing the impact of natural resource consumption and technological change on economic growth," Structural Change and Economic Dynamics, Elsevier, vol. 17(3), pages 329-378, September.
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