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Moving from final to useful stage in energy-economy analysis: A critical assessment

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  • Aramendia, Emmanuel
  • Brockway, Paul E.
  • Pizzol, Massimo
  • Heun, Matthew K.

Abstract

Given the climate change emergency, reducing energy consumption, which is responsible for most greenhouse gases emissions worldwide, is a priority. However, the strong historical link between energy consumption and economic growth questions whether continued economic growth is compatible with energy conservation targets. Conventional final energy analysis (common analysis methods applied at the final energy stage) has provided limited insights to this nexus. In response, this paper explores the extent to which useful stage analysis provides additional insights using three common methods: aggregate energy-economy analysis (growth rates, energy intensities, and Index Decomposition Analysis), energy-GDP causality testing, and Aggregate Production Function modelling, using Spain (1960–2016) as empirical case study.

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  • Aramendia, Emmanuel & Brockway, Paul E. & Pizzol, Massimo & Heun, Matthew K., 2021. "Moving from final to useful stage in energy-economy analysis: A critical assessment," Applied Energy, Elsevier, vol. 283(C).
  • Handle: RePEc:eee:appene:v:283:y:2021:i:c:s0306261920315944
    DOI: 10.1016/j.apenergy.2020.116194
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    1. Rodolfo E. Manuelli & Ananth Seshadri, 2014. "Human Capital and the Wealth of Nations," American Economic Review, American Economic Association, vol. 104(9), pages 2736-2762, September.
    2. King, Carey W., 2020. "An integrated biophysical and economic modeling framework for long-term sustainability analysis: the HARMONEY model," Ecological Economics, Elsevier, vol. 169(C).
    3. Pauw, Kalie, 2003. "Functional Forms Used in CGE Models: Modelling Production and Commodity Flows," Background Paper Series 15606, PROVIDE Project.
    4. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    5. Jesus Felipe & J. S. L. McCombie, 2001. "The CES Production Function, the accounting identity, and Occam's razor," Applied Economics, Taylor & Francis Journals, vol. 33(10), pages 1221-1232.
    6. Ang, B.W., 2015. "LMDI decomposition approach: A guide for implementation," Energy Policy, Elsevier, vol. 86(C), pages 233-238.
    7. Serrenho, André Cabrera & Sousa, Tânia & Warr, Benjamin & Ayres, Robert U. & Domingos, Tiago, 2014. "Decomposition of useful work intensity: The EU (European Union)-15 countries from 1960 to 2009," Energy, Elsevier, vol. 76(C), pages 704-715.
    8. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    9. Löschel, Andreas & Pothen, Frank & Schymura, Michael, 2015. "Peeling the onion: Analyzing aggregate, national and sectoral energy intensity in the European Union," Energy Economics, Elsevier, vol. 52(S1), pages 63-75.
    10. Marco Sakai & Paul E. Brockway & John R. Barrett & Peter G. Taylor, 2018. "Thermodynamic Efficiency Gains and their Role as a Key ‘Engine of Economic Growth’," Energies, MDPI, vol. 12(1), pages 1-14, December.
    11. Filipović, Sanja & Verbič, Miroslav & Radovanović, Mirjana, 2015. "Determinants of energy intensity in the European Union: A panel data analysis," Energy, Elsevier, vol. 92(P3), pages 547-555.
    12. Warr, Benjamin & Ayres, Robert U., 2012. "Useful work and information as drivers of economic growth," Ecological Economics, Elsevier, vol. 73(C), pages 93-102.
    13. Victor Court & Pierre-André Jouvet & Frédéric Lantz, 2018. "Long-term endogenous economic growth and energy transitions," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1).
    14. Dale, M. & Krumdieck, S. & Bodger, P., 2012. "Global energy modelling — A biophysical approach (GEMBA) Part 2: Methodology," Ecological Economics, Elsevier, vol. 73(C), pages 158-167.
    15. Ayres, Robert U. & Warr, Benjamin, 2005. "Accounting for growth: the role of physical work," Structural Change and Economic Dynamics, Elsevier, vol. 16(2), pages 181-209, June.
    16. Cleveland, Cutler J. & Kaufmann, Robert K. & Stern, David I., 2000. "Aggregation and the role of energy in the economy," Ecological Economics, Elsevier, vol. 32(2), pages 301-317, February.
    17. T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
    18. Court, Victor & Fizaine, Florian, 2017. "Long-Term Estimates of the Energy-Return-on-Investment (EROI) of Coal, Oil, and Gas Global Productions," Ecological Economics, Elsevier, vol. 138(C), pages 145-159.
    19. Joan Robinson, 1953. "The Production Function and the Theory of Capital," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 21(2), pages 81-106.
    20. Bithas, K. & Kalimeris, P., 2013. "Re-estimating the decoupling effect: Is there an actual transition towards a less energy-intensive economy?," Energy, Elsevier, vol. 51(C), pages 78-84.
    21. 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.
    22. Moreau, Vincent & Neves, Catarina Amarante De Oliveira & Vuille, François, 2019. "Is decoupling a red herring? The role of structural effects and energy policies in Europe," Energy Policy, Elsevier, vol. 128(C), pages 243-252.
    23. Shaikh, Anwar, 1974. "Laws of Production and Laws of Algebra: The Humbug Production Function," The Review of Economics and Statistics, MIT Press, vol. 56(1), pages 115-120, February.
    24. Kander, Astrid & Stern, David I., 2014. "Economic growth and the transition from traditional to modern energy in Sweden," Energy Economics, Elsevier, vol. 46(C), pages 56-65.
    25. Voigt, Sebastian & De Cian, Enrica & Schymura, Michael & Verdolini, Elena, 2014. "Energy intensity developments in 40 major economies: Structural change or technology improvement?," Energy Economics, Elsevier, vol. 41(C), pages 47-62.
    26. Warr, B.S. & Ayres, R.U., 2010. "Evidence of causality between the quantity and quality of energy consumption and economic growth," Energy, Elsevier, vol. 35(4), pages 1688-1693.
    27. Zsuzsanna Csereklyei, M. d. Mar Rubio-Varas, and David I. Stern, 2016. "Energy and Economic Growth: The Stylized Facts," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2).
    28. John Whalley & Xiliang Zhao, 2013. "The Contribution Of Human Capital To China'S Economic Growth," China Economic Policy Review (CEPR), World Scientific Publishing Co. Pte. Ltd., vol. 2(01), pages 1-22.
    29. Capellán-Pérez, Iñigo & de Castro, Carlos & Arto, Iñaki, 2017. "Assessing vulnerabilities and limits in the transition to renewable energies: Land requirements under 100% solar energy scenarios," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 760-782.
    30. Kam Leong Szeto, 2001. "An Econometric Analysis of a Production Function for New Zealand," Treasury Working Paper Series 01/31, New Zealand Treasury.
    31. Omri, Anis, 2014. "An international literature survey on energy-economic growth nexus: Evidence from country-specific studies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 951-959.
    32. Ozturk, Ilhan, 2010. "A literature survey on energy-growth nexus," Energy Policy, Elsevier, vol. 38(1), pages 340-349, January.
    33. Warr, Benjamin & Ayres, Robert & Eisenmenger, Nina & Krausmann, Fridolin & Schandl, Heinz, 2010. "Energy use and economic development: A comparative analysis of useful work supply in Austria, Japan, the United Kingdom and the US during 100Â years of economic growth," Ecological Economics, Elsevier, vol. 69(10), pages 1904-1917, August.
    34. Mulder, Peter & de Groot, Henri L.F., 2012. "Structural change and convergence of energy intensity across OECD countries, 1970–2005," Energy Economics, Elsevier, vol. 34(6), pages 1910-1921.
    35. Serrenho, André Cabrera & Warr, Benjamin & Sousa, Tânia & Ayres, Robert U. & Domingos, Tiago, 2016. "Structure and dynamics of useful work along the agriculture-industry-services transition: Portugal from 1856 to 2009," Structural Change and Economic Dynamics, Elsevier, vol. 36(C), pages 1-21.
    36. Alonso, Patricia Martínez & Hewitt, Richard & Pacheco, Jaime Díaz & Bermejo, Lara Román & Jiménez, Verónica Hernández & Guillén, Jara Vicente & Bressers, Hans & de Boer, Cheryl, 2016. "Losing the roadmap: Renewable energy paralysis in Spain and its implications for the EU low carbon economy," Renewable Energy, Elsevier, vol. 89(C), pages 680-694.
    37. Pfaff, Bernhard, 2008. "VAR, SVAR and SVEC Models: Implementation Within R Package vars," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i04).
    38. Ayres, Robert U, 2001. "The minimum complexity of endogenous growth models:," Energy, Elsevier, vol. 26(9), pages 817-838.
    39. Hall, Charles A.S. & Lambert, Jessica G. & Balogh, Stephen B., 2014. "EROI of different fuels and the implications for society," Energy Policy, Elsevier, vol. 64(C), pages 141-152.
    40. Moreau, Vincent & Vuille, François, 2018. "Decoupling energy use and economic growth: Counter evidence from structural effects and embodied energy in trade," Applied Energy, Elsevier, vol. 215(C), pages 54-62.
    41. Granger, C. W. J., 1980. "Testing for causality : A personal viewpoint," Journal of Economic Dynamics and Control, Elsevier, vol. 2(1), pages 329-352, May.
    42. Nabil Annabi & John Cockburn & Bernard Decaluwé, 2006. "Functional Forms and Parametrization of CGE Models," Working Papers MPIA 2006-04, PEP-MPIA.
    43. Rainer Klump & Peter McAdam & Alpo Willman, 2012. "The Normalized Ces Production Function: Theory And Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 26(5), pages 769-799, December.
    44. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    45. Oulton, Nicholas & Wallis, Gavin, 2016. "Capital stocks and capital services: Integrated and consistent estimates for the United Kingdom, 1950–2013," Economic Modelling, Elsevier, vol. 54(C), pages 117-125.
    46. Santos, João & Domingos, Tiago & Sousa, Tânia & St. Aubyn, Miguel, 2018. "Useful Exergy Is Key in Obtaining Plausible Aggregate Production Functions and Recognizing the Role of Energy in Economic Growth: Portugal 1960–2009," Ecological Economics, Elsevier, vol. 148(C), pages 103-120.
    47. Sorrell, Steve & Speirs, Jamie & Bentley, Roger & Brandt, Adam & Miller, Richard, 2010. "Global oil depletion: A review of the evidence," Energy Policy, Elsevier, vol. 38(9), pages 5290-5295, September.
    48. He, Zonglu & Maekawa, Koichi, 2001. "On spurious Granger causality," Economics Letters, Elsevier, vol. 73(3), pages 307-313, December.
    49. Ang, B. W., 2004. "Decomposition analysis for policymaking in energy:: which is the preferred method?," Energy Policy, Elsevier, vol. 32(9), pages 1131-1139, June.
    50. Bart van Ark, 2014. "Total factor productivity : Lessons from the past and directions for the future," Working Paper Research 271, National Bank of Belgium.
    51. Capellán-Pérez, Iñigo & Campos-Celador, Álvaro & Terés-Zubiaga, Jon, 2018. "Renewable Energy Cooperatives as an instrument towards the energy transition in Spain," Energy Policy, Elsevier, vol. 123(C), pages 215-229.
    52. Berg, Matthew & Hartley, Brian & Richters, Oliver, 2015. "A stock-flow consistent input–output model with applications to energy price shocks, interest rates, and heat emissions," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 17(1).
    53. Paul E. Brockway & Matthew K. Heun & João Santos & John R. Barrett, 2017. "Energy-Extended CES Aggregate Production: Current Aspects of Their Specification and Econometric Estimation," Energies, MDPI, vol. 10(2), pages 1-23, February.
    54. Ayres, Robert U., 1998. "Eco-thermodynamics: economics and the second law," Ecological Economics, Elsevier, vol. 26(2), pages 189-209, August.
    55. Ang, B.W & Zhang, F.Q & Choi, Ki-Hong, 1998. "Factorizing changes in energy and environmental indicators through decomposition," Energy, Elsevier, vol. 23(6), pages 489-495.
    56. Heun, Matthew Kuperus & Brockway, Paul E., 2019. "Meeting 2030 primary energy and economic growth goals: Mission impossible?," Applied Energy, Elsevier, vol. 251(C), pages 1-1.
    57. Kan, Siyi & Chen, Bin & Chen, Guoqian, 2019. "Worldwide energy use across global supply chains: Decoupled from economic growth?," Applied Energy, Elsevier, vol. 250(C), pages 1235-1245.
    58. James D. Hamilton, 2011. "Historical Oil Shocks," NBER Working Papers 16790, National Bureau of Economic Research, Inc.
    59. Zeus Guevara & Tânia Sousa & Tiago Domingos, 2016. "Insights on Energy Transitions in Mexico from the Analysis of Useful Exergy 1971–2009," Energies, MDPI, vol. 9(7), pages 1-29, June.
    60. Liddle, Brantley, 2010. "Revisiting world energy intensity convergence for regional differences," Applied Energy, Elsevier, vol. 87(10), pages 3218-3225, October.
    61. Kemfert, Claudia & Welsch, Heinz, 2000. "Energy-Capital-Labor Substitution and the Economic Effects of CO2 Abatement: Evidence for Germany," Journal of Policy Modeling, Elsevier, vol. 22(6), pages 641-660, November.
    62. Paul Schreyer & Pierre-Emmanuel Bignon & Julien Dupont, 2003. "OECD Capital Services Estimates: Methodology and a First Set of Results," OECD Statistics Working Papers 2003/6, OECD Publishing.
    63. Jesus Felipe & Franklin M. Fisher, 2003. "Aggregation in Production Functions: What Applied Economists should Know," Metroeconomica, Wiley Blackwell, vol. 54(2‐3), pages 208-262, May.
    64. Richard Heinberg & David Fridley, 2010. "The end of cheap coal," Nature, Nature, vol. 468(7322), pages 367-369, November.
    65. Percebois, Jacques, 1979. "Is the concept of energy intensity meaningful?," Energy Economics, Elsevier, vol. 1(3), pages 148-155, July.
    66. van der Werf, Edwin, 2008. "Production functions for climate policy modeling: An empirical analysis," Energy Economics, Elsevier, vol. 30(6), pages 2964-2979, November.
    67. Victor Court & Pierre-André Jouvet & Frédéric Lantz, 2018. "Long-term endogenous economic growth and energy transitions," Post-Print hal-01549796, HAL.
    68. Court, Victor & Fizaine, Florian, 2017. "Long-Term Estimates of the Energy-Return-on-Investment (EROI) of Coal, Oil, and Gas Global Productions," Ecological Economics, Elsevier, vol. 138(C), pages 145-159.
    69. Matthew K. Heun & João Santos & Paul E. Brockway & Randall Pruim & Tiago Domingos & Marco Sakai, 2017. "From Theory to Econometrics to Energy Policy: Cautionary Tales for Policymaking Using Aggregate Production Functions," Energies, MDPI, vol. 10(2), pages 1-44, February.
    70. Arne Henningsen & Géraldine Henningsen, 2011. "Econometric Estimation of the “Constant Elasticity of Substitution" Function in R: Package micEconCES," IFRO Working Paper 2011/9, University of Copenhagen, Department of Food and Resource Economics.
    71. Jesus Felipe & Carsten Holz, 2001. "Why do Aggregate Production Functions Work? Fisher's simulations, Shaikh's identity and some new results," International Review of Applied Economics, Taylor & Francis Journals, vol. 15(3), pages 261-285.
    72. Hardt, Lukas & Owen, Anne & Brockway, Paul & Heun, Matthew K. & Barrett, John & Taylor, Peter G. & Foxon, Timothy J., 2018. "Untangling the drivers of energy reduction in the UK productive sectors: Efficiency or offshoring?," Applied Energy, Elsevier, vol. 223(C), pages 124-133.
    73. Cullen, Jonathan M. & Allwood, Julian M., 2010. "Theoretical efficiency limits for energy conversion devices," Energy, Elsevier, vol. 35(5), pages 2059-2069.
    74. Dale, M. & Krumdieck, S. & Bodger, P., 2012. "Global energy modelling — A biophysical approach (GEMBA) part 1: An overview of biophysical economics," Ecological Economics, Elsevier, vol. 73(C), pages 152-157.
    75. Chen, Ping-Yu & Chen, Sheng-Tung & Chen, Chi-Chung, 2012. "Energy consumption and economic growth—New evidence from meta analysis," Energy Policy, Elsevier, vol. 44(C), pages 245-255.
    76. Webb, Michael & Pearce, David, 1975. "The economics of energy analysis," Energy Policy, Elsevier, vol. 3(4), pages 318-331, December.
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