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Measuring the energy input substitution and output effects of energy price changes and the implications for the environment

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  • Sharimakin, Akinsehinwa

Abstract

Previous studies of decomposition of factor inputs have limited their analysis on the estimation of substitution and output effects. However, this paper develops a two-step approach to estimate the substitution and output effects of changes in energy demand resulting from changes in prices and further examines the implications of these effects on CO2 emissions using European industrial dataset over the period 1995–2007. In our empirical estimations, instead of relying only on iSUR model like previous studies, we introduced a multilevel model, which is a more befitting model to our data. Our analysis covers industry as a whole and for different sector types. The primary results emerged from our analysis suggest a strong evidence using the multilevel model. Generally, our results show that production inputs are substitutable. We find the substitution and output effects to be negatively related to CO2 emissions, however, the substitution effects dominate. From policy perspectives, our results suggest that output adjustments may not play a significant role in reducing emissions. We find the overall effects of changes in energy demand to be moderate. Then, we argue that increment in energy taxes should be complemented by cleaner factor substitution and sustainable growth to achieve a desirable carbon reduction.

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  • Sharimakin, Akinsehinwa, 2019. "Measuring the energy input substitution and output effects of energy price changes and the implications for the environment," Energy Policy, Elsevier, vol. 133(C).
    • Handle: RePEc:eee:enepol:v:133:y:2019:i:c:s0301421519305038
    DOI: 10.1016/j.enpol.2019.110919
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    as
    1. Halicioglu, Ferda, 2009. "An econometric study of CO2 emissions, energy consumption, income and foreign trade in Turkey," Energy Policy, Elsevier, vol. 37(3), pages 1156-1164, March.
    2. Chang, Ching-Chih, 2010. "A multivariate causality test of carbon dioxide emissions, energy consumption and economic growth in China," Applied Energy, Elsevier, vol. 87(11), pages 3533-3537, November.
    3. Robert G. Chambers, 1982. "Duality, the Output Effect, and Applied Comparative Statics," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 64(1), pages 152-156.
    4. repec:bla:ecorec:v:61:y:1985:i:174:p:644-53 is not listed on IDEAS
    5. Zhang, Xing-Ping & Cheng, Xiao-Mei, 2009. "Energy consumption, carbon emissions, and economic growth in China," Ecological Economics, Elsevier, vol. 68(10), pages 2706-2712, August.
    6. David Stern, 2011. "Elasticities of substitution and complementarity," Journal of Productivity Analysis, Springer, vol. 36(1), pages 79-89, August.
    7. Lin, Boqiang & Ahmad, Izhar, 2016. "Energy substitution effect on transport sector of Pakistan based on trans-log production function," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 1182-1193.
    8. Christensen, Laurits R & Jorgenson, Dale W & Lau, Lawrence J, 1973. "Transcendental Logarithmic Production Frontiers," The Review of Economics and Statistics, MIT Press, vol. 55(1), pages 28-45, February.
    9. Ashenfelter, Orley & Heckman, James J, 1974. "The Estimation of Income and Substitution Effects in a Model of Family Labor Supply," Econometrica, Econometric Society, vol. 42(1), pages 73-85, January.
    10. BARTEN, Anton P., 1969. "Maximum likelihood estimation of a complete system of demand equations," LIDAM Reprints CORE 34, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    11. Barten, A. P., 1969. "Maximum likelihood estimation of a complete system of demand equations," European Economic Review, Elsevier, vol. 1(1), pages 7-73.
    12. Liu, Kui & Bai, Hongkun & Yin, Shuo & Lin, Boqiang, 2018. "Factor substitution and decomposition of carbon intensity in China's heavy industry," Energy, Elsevier, vol. 145(C), pages 582-591.
    13. Charles Blackorby & R. Robert Russell, 1981. "The Morishima Elasticity of Substitution; Symmetry, Constancy, Separability, and its Relationship to the Hicks and Allen Elasticities," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 48(1), pages 147-158.
    14. Miguel A. Tovar and Emma M. Iglesias, 2013. "Capital-Energy Relationships: An Analysis when Disaggregating by Industry and Different Types of Capital," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4).
    15. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    16. Frondel, Manuel, 2004. "Empirical assessment of energy-price policies: the case for cross-price elasticities," Energy Policy, Elsevier, vol. 32(8), pages 989-1000, June.
    17. Griffin, James M & Gregory, Paul R, 1976. "An Intercountry Translog Model of Energy Substitution Responses," American Economic Review, American Economic Association, vol. 66(5), pages 845-857, December.
    18. Cameron, T. A. & Schwartz, S. L., 1979. "Sectoral energy demand in Canadian manufacturing industries," Energy Economics, Elsevier, vol. 1(2), pages 112-118, April.
    19. Haller, Stefanie A. & Hyland, Marie, 2014. "Capital–energy substitution: Evidence from a panel of Irish manufacturing firms," Energy Economics, Elsevier, vol. 45(C), pages 501-510.
    20. Tan, Zhongfu & Li, Li & Wang, Jianjun & Wang, Jianhui, 2011. "Examining the driving forces for improving China’s CO2 emission intensity using the decomposing method," Applied Energy, Elsevier, vol. 88(12), pages 4496-4504.
    21. Li, Jianglong & Lin, Boqiang, 2016. "Inter-factor/inter-fuel substitution, carbon intensity, and energy-related CO2 reduction: Empirical evidence from China," Energy Economics, Elsevier, vol. 56(C), pages 483-494.
    22. Enevoldsen, Martin K. & Ryelund, Anders V. & Andersen, Mikael Skou, 2007. "Decoupling of industrial energy consumption and CO2-emissions in energy-intensive industries in Scandinavia," Energy Economics, Elsevier, vol. 29(4), pages 665-692, July.
    23. Ang, James B., 2007. "CO2 emissions, energy consumption, and output in France," Energy Policy, Elsevier, vol. 35(10), pages 4772-4778, October.
    24. Marcel P. Timmer & Erik Dietzenbacher & Bart Los & Robert Stehrer & Gaaitzen J. Vries, 2015. "An Illustrated User Guide to the World Input–Output Database: the Case of Global Automotive Production," Review of International Economics, Wiley Blackwell, vol. 23(3), pages 575-605, August.
    25. Adetutu, Morakinyo O. & Glass, Anthony J. & Weyman-Jones, Thomas G., 2016. "Decomposing energy demand across BRIIC countries," Energy Economics, Elsevier, vol. 54(C), pages 396-404.
    26. Berndt, Ernst R & Wood, David O, 1975. "Technology, Prices, and the Derived Demand for Energy," The Review of Economics and Statistics, MIT Press, vol. 57(3), pages 259-268, August.
    27. Nguyen, Sang V & Streitwieser, Mary L, 1999. "Factor Substitution in U.S. Manufacturing: Does Plant Size Matter?," Small Business Economics, Springer, vol. 12(1), pages 41-57, February.
    28. Steele, Fiona, 2008. "Multilevel models for longitudinal data," LSE Research Online Documents on Economics 52203, London School of Economics and Political Science, LSE Library.
    29. Koetse, Mark J. & de Groot, Henri L.F. & Florax, Raymond J.G.M., 2008. "Capital-energy substitution and shifts in factor demand: A meta-analysis," Energy Economics, Elsevier, vol. 30(5), pages 2236-2251, September.
    30. Uri+, Noel D., 1982. "The industrial demand for energy," Socio-Economic Planning Sciences, Elsevier, vol. 16(2), pages 69-84.
    31. Tajudeen, Ibrahim A. & Wossink, Ada & Banerjee, Prasenjit, 2018. "How significant is energy efficiency to mitigate CO2 emissions? Evidence from OECD countries," Energy Economics, Elsevier, vol. 72(C), pages 200-221.
    32. Wesseh, Presley K. & Lin, Boqiang, 2018. "Energy consumption, fuel substitution, technical change, and economic growth: Implications for CO2 mitigation in Egypt," Energy Policy, Elsevier, vol. 117(C), pages 340-347.
    33. Hirofumi Uzawa, 1962. "Production Functions with Constant Elasticities of Substitution," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 29(4), pages 291-299.
    34. Arnberg, Soren & Bjorner, Thomas Bue, 2007. "Substitution between energy, capital and labour within industrial companies: A micro panel data analysis," Resource and Energy Economics, Elsevier, vol. 29(2), pages 122-136, May.
    35. Fiona Steele, 2008. "Multilevel models for longitudinal data," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 171(1), pages 5-19, January.
    36. Jalil, Abdul & Mahmud, Syed F., 2009. "Environment Kuznets curve for CO2 emissions: A cointegration analysis for China," Energy Policy, Elsevier, vol. 37(12), pages 5167-5172, December.
    37. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    38. Ghosh, Sajal, 2010. "Examining carbon emissions economic growth nexus for India: A multivariate cointegration approach," Energy Policy, Elsevier, vol. 38(6), pages 3008-3014, June.
    39. Berndt, Ernst R. & Christensen, Laurits R., 1973. "The translog function and the substitution of equipment, structures, and labor in U.S. manufacturing 1929-68," Journal of Econometrics, Elsevier, vol. 1(1), pages 81-113, March.
    40. Toshiyuki Kako, 1978. "Decomposition Analysis of Derived Demand for Factor Inputs: The Case of Rice Production in Japan," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 60(4), pages 628-635.
    41. Sharimakin, Akinsehinwa & Glass, Anthony J. & Saal, David S. & Glass, Karligash, 2018. "Dynamic multilevel modelling of industrial energy demand in Europe," Energy Economics, Elsevier, vol. 74(C), pages 120-130.
    42. Soytas, Ugur & Sari, Ramazan & Ewing, Bradley T., 2007. "Energy consumption, income, and carbon emissions in the United States," Ecological Economics, Elsevier, vol. 62(3-4), pages 482-489, May.
    43. Uri, Noel D., 1982. "The industrial demand for energy," Resources and Energy, Elsevier, vol. 4(1), pages 27-57, March.
    44. Dhrymes, Phoebus J, 1971. "Equivalence of Iterative Aitken and Maximum Likelihood Estimators for a System of Regression Equations," Australian Economic Papers, Wiley Blackwell, vol. 10(16), pages 20-24, June.
    45. Prywes, Menahem, 1986. "A nested CES approach to capital-energy substitution," Energy Economics, Elsevier, vol. 8(1), pages 22-28, January.
    46. Kim, Jihyo & Heo, Eunnyeong, 2013. "Asymmetric substitutability between energy and capital: Evidence from the manufacturing sectors in 10 OECD countries," Energy Economics, Elsevier, vol. 40(C), pages 81-89.
    47. Floros, Nikolaos & Vlachou, Andriana, 2005. "Energy demand and energy-related CO2 emissions in Greek manufacturing: Assessing the impact of a carbon tax," Energy Economics, Elsevier, vol. 27(3), pages 387-413, May.
    48. Fuss, Melvyn A., 1977. "The demand for energy in Canadian manufacturing : An example of the estimation of production structures with many inputs," Journal of Econometrics, Elsevier, vol. 5(1), pages 89-116, January.
    49. Y. Mundlak, 1968. "Elasticities of Substitution and the Theory of Derived Demand," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 35(2), pages 225-236.
    50. Pao, Hsiao-Tien & Tsai, Chung-Ming, 2011. "Multivariate Granger causality between CO2 emissions, energy consumption, FDI (foreign direct investment) and GDP (gross domestic product): Evidence from a panel of BRIC (Brazil, Russian Federation, I," Energy, Elsevier, vol. 36(1), pages 685-693.
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    More about this item

    Keywords

    European industries; Substitution elasticities; Decomposition effects; Carbon emissions;
    All these keywords.

    JEL classification:

    • C3 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • Q41 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Demand and Supply; Prices

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