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Does directed technological change favor energy? Firm-level evidence from Portugal

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  • Hou, Zheng
  • Roseta-Palma, Catarina
  • Ramalho, Joaquim José dos Santos
Abstract
Economic performance is closely related with energy consumption, the major part of which still comes from non-renewable sources. While endeavoring to promote renewable energy, policy makers are interested in technological change that also increases energy efficiency. However, both growth models of directed technological change and microeconomic theories regarding innovation suggest that technological change is not necessarily biased towards energy. In order to investigate directed technological change at the micro level, this paper applies stochastic frontier analysis to firm data for 32 economic subsectors, with respect to output produced with four inputs: capital, labor, electricity and fuel. Subsectors demonstrate different levels of technical inefficiency, which could be induced by capital deepening and higher share of financial income in total revenue. Output elasticity of labor is generally high among the subsectors, emphasizing labor as the main driver for economic growth. Output elasticity of capital is low overall, although a few subsectors enjoy better marginal returns. In most subsectors, technological change is biased the most towards labor; between electricity and fuel, technological change has favored fuel in more cases. We infer that the market size effect is likely to overwhelm others in deciding the direction of technological change. Thus, policy should include tools in addition to the energy price in order to induce technological change.

Suggested Citation

  • Hou, Zheng & Roseta-Palma, Catarina & Ramalho, Joaquim José dos Santos, 2021. "Does directed technological change favor energy? Firm-level evidence from Portugal," Energy Economics, Elsevier, vol. 98(C).
  • Handle: RePEc:eee:eneeco:v:98:y:2021:i:c:s0140988321001535
    DOI: 10.1016/j.eneco.2021.105248
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    as
    1. Daron Acemoglu & Philippe Aghion & Leonardo Bursztyn & David Hemous, 2012. "The Environment and Directed Technical Change," American Economic Review, American Economic Association, vol. 102(1), pages 131-166, February.
    2. Zha, Donglan & Kavuri, Anil Savio & Si, Songjian, 2018. "Energy-biased technical change in the Chinese industrial sector with CES production functions," Energy, Elsevier, vol. 148(C), pages 896-903.
    3. Liu, Xiao-Yan & Pollitt, Michael G. & Xie, Bai-Chen & Liu, Li-Qiu, 2019. "Does environmental heterogeneity affect the productive efficiency of grid utilities in China?," Energy Economics, Elsevier, vol. 83(C), pages 333-344.
    4. Shahbaz, Muhammad & Tang, Chor Foon & Shahbaz Shabbir, Muhammad, 2011. "Electricity consumption and economic growth nexus in Portugal using cointegration and causality approaches," Energy Policy, Elsevier, vol. 39(6), pages 3529-3536, June.
    5. Donghyun Oh & Almas Heshmati & Hans Lööf, 2012. "Technical change and total factor productivity growth for Swedish manufacturing and service industries," Applied Economics, Taylor & Francis Journals, vol. 44(18), pages 2373-2391, June.
    6. de Groot, Henri L. F. & Verhoef, Erik T. & Nijkamp, Peter, 2001. "Energy saving by firms: decision-making, barriers and policies," Energy Economics, Elsevier, vol. 23(6), pages 717-740, November.
    7. Grimaud, Andre & Rouge, Luc, 2003. "Non-renewable resources and growth with vertical innovations: optimum, equilibrium and economic policies," Journal of Environmental Economics and Management, Elsevier, vol. 45(2, Supple), pages 433-453, March.
    8. John Hartwick, 1977. "Intergenerational Equity and the Investment of Rents from Exhaustible Resources in a Two Sector Model," Working Paper 281, Economics Department, Queen's University.
    9. Yang, Ming, 2006. "Energy efficiency policy impact in India: case study of investment in industrial energy efficiency," Energy Policy, Elsevier, vol. 34(17), pages 3104-3114, November.
    10. P. A. Diamond, 1971. "Disembodied Technical Change in a Two-Sector Model," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 7, pages 53-60, Palgrave Macmillan.
    11. Wang, Shaojian & Li, Guangdong & Fang, Chuanglin, 2018. "Urbanization, economic growth, energy consumption, and CO2 emissions: Empirical evidence from countries with different income levels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2144-2159.
    12. Boyd, Gale A. & Lee, Jonathan M., 2019. "Measuring plant level energy efficiency and technical change in the U.S. metal-based durable manufacturing sector using stochastic frontier analysis," Energy Economics, Elsevier, vol. 81(C), pages 159-174.
    13. Shahbaz, Muhammad & Hye, Qazi Muhammad Adnan & Tiwari, Aviral Kumar & Leitão, Nuno Carlos, 2013. "Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 109-121.
    14. Mozumder, Pallab & Marathe, Achla, 2007. "Causality relationship between electricity consumption and GDP in Bangladesh," Energy Policy, Elsevier, vol. 35(1), pages 395-402, January.
    15. Harris, Jane & Anderson, Jane & Shafron, Walter, 2000. "Investment in energy efficiency: a survey of Australian firms," Energy Policy, Elsevier, vol. 28(12), pages 867-876, October.
    16. Sanstad, Alan H. & Roy, Joyashree & Sathaye, Jayant A., 2006. "Estimating energy-augmenting technological change in developing country industries," Energy Economics, Elsevier, vol. 28(5-6), pages 720-729, November.
    17. Marvão Pereira, Alfredo & Marvão Pereira, Rui Manuel, 2010. "Is fuel-switching a no-regrets environmental policy? VAR evidence on carbon dioxide emissions, energy consumption and economic performance in Portugal," Energy Economics, Elsevier, vol. 32(1), pages 227-242, January.
    18. Yang, Zhenbing & Shao, Shuai & Yang, Lili & Miao, Zhuang, 2018. "Improvement pathway of energy consumption structure in China's industrial sector: From the perspective of directed technical change," Energy Economics, Elsevier, vol. 72(C), pages 166-176.
    19. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    20. R. M. Solow, 1974. "Intergenerational Equity and Exhaustible Resources," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 41(5), pages 29-45.
    21. Di Maria, Corrado & Valente, Simone, 2008. "Hicks meets Hotelling: the direction of technical change in capital–resource economies," Environment and Development Economics, Cambridge University Press, vol. 13(6), pages 691-717, December.
    22. Harold Hotelling, 1931. "The Economics of Exhaustible Resources," Journal of Political Economy, University of Chicago Press, vol. 39(2), pages 137-137.
    23. Daron Acemoglu, 2010. "When Does Labor Scarcity Encourage Innovation?," Journal of Political Economy, University of Chicago Press, vol. 118(6), pages 1037-1078.
    24. Joseph Stiglitz, 1974. "Growth with Exhaustible Natural Resources: Efficient and Optimal Growth Paths," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 41(5), pages 123-137.
    25. Kumbhakar, Subal C & Ghosh, Soumendra & McGuckin, J Thomas, 1991. "A Generalized Production Frontier Approach for Estimating Determinants of Inefficiency in U.S. Dairy Farms," Journal of Business & Economic Statistics, American Statistical Association, vol. 9(3), pages 279-286, July.
    26. Train, Kenneth E. & Ignelzi, Patrice C., 1987. "The economic value of energy-saving investments by commercial and industrial firms," Energy, Elsevier, vol. 12(7), pages 543-553.
    27. Kalantzis, F. & Revoltella, D., 2019. "Do energy audits help SMEs to realize energy-efficiency opportunities?," Energy Economics, Elsevier, vol. 83(C), pages 229-239.
    28. Hartwick, John M, 1977. "Intergenerational Equity and the Investing of Rents from Exhaustible Resources," American Economic Review, American Economic Association, vol. 67(5), pages 972-974, December.
    29. Kodde, David A & Palm, Franz C, 1986. "Wald Criteria for Jointly Testing Equality and Inequality Restriction s," Econometrica, Econometric Society, vol. 54(5), pages 1243-1248, September.
    30. André, Francisco J. & Smulders, Sjak, 2014. "Fueling growth when oil peaks: Directed technological change and the limits to efficiency," European Economic Review, Elsevier, vol. 69(C), pages 18-39.
    31. William W. Hogan & Dale W. Jorgenson, 1991. "Productivity Trends and the Cost of Reducing CO2 Emissions," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1), pages 67-86.
    32. Smulders, Sjak & de Nooij, Michiel, 2003. "The impact of energy conservation on technology and economic growth," Resource and Energy Economics, Elsevier, vol. 25(1), pages 59-79, February.
    33. Kumbhakar,Subal C. & Wang,Hung-Jen & Horncastle,Alan P., 2015. "A Practitioner's Guide to Stochastic Frontier Analysis Using Stata," Cambridge Books, Cambridge University Press, number 9781107609464.
    34. Fuinhas, José Alberto & Marques, António Cardoso, 2012. "Energy consumption and economic growth nexus in Portugal, Italy, Greece, Spain and Turkey: An ARDL bounds test approach (1965–2009)," Energy Economics, Elsevier, vol. 34(2), pages 511-517.
    35. Fan, Meiting & Shao, Shuai & Yang, Lili, 2015. "Combining global Malmquist–Luenberger index and generalized method of moments to investigate industrial total factor CO2 emission performance: A case of Shanghai (China)," Energy Policy, Elsevier, vol. 79(C), pages 189-201.
    36. Subal Kumbhakar & M. Denny & M. Fuss, 2000. "Estimation and decomposition of productivity change when production is not efficient: a paneldata approach," Econometric Reviews, Taylor & Francis Journals, vol. 19(4), pages 312-320.
    37. James E. Payne, 2010. "Survey of the international evidence on the causal relationship between energy consumption and growth," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 37(1), pages 53-95, January.
    38. Robert M. Solow, 1974. "The Economics of Resources or the Resources of Economics," Palgrave Macmillan Books, in: Chennat Gopalakrishnan (ed.), Classic Papers in Natural Resource Economics, chapter 12, pages 257-276, Palgrave Macmillan.
    39. Anderson, Kent P., 1972. "Optimal growth when the stock of resources is finite and depletable," Journal of Economic Theory, Elsevier, vol. 4(2), pages 256-267, April.
    40. Reifschneider, David & Stevenson, Rodney, 1991. "Systematic Departures from the Frontier: A Framework for the Analysis of Firm Inefficiency," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 32(3), pages 715-723, August.
    41. 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.
    42. Berlemann Michael & Wesselhöft Jan-Erik, 2014. "Estimating Aggregate Capital Stocks Using the Perpetual Inventory Method: A Survey of Previous Implementations and New Empirical Evidence for 103 Countries," Review of Economics, De Gruyter, vol. 65(1), pages 1-34, April.
    43. Ricardo Barradas, 2017. "Financialisation and Real Investment in the European Union: Beneficial or Prejudicial Effects?," Review of Political Economy, Taylor & Francis Journals, vol. 29(3), pages 376-413, July.
    44. Rainer Klump & Peter McAdam & Alpo Willman, 2007. "Factor Substitution and Factor-Augmenting Technical Progress in the United States: A Normalized Supply-Side System Approach," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 183-192, February.
    45. Hou, Zheng & Roseta-Palma, Catarina & Ramalho, Joaquim J.S., 2020. "Directed technological change, energy and more: a modern story," Environment and Development Economics, Cambridge University Press, vol. 25(6), pages 611-633, December.
    46. Sagar, Ambuj D. & van der Zwaan, Bob, 2006. "Technological innovation in the energy sector: R&D, deployment, and learning-by-doing," Energy Policy, Elsevier, vol. 34(17), pages 2601-2608, November.
    47. Duman, Yavuz Selman & Kasman, Adnan, 2018. "Environmental technical efficiency in EU member and candidate countries: A parametric hyperbolic distance function approach," Energy, Elsevier, vol. 147(C), pages 297-307.
    48. Su, Xuanming & Zhou, Weisheng & Nakagami, Ken'Ichi & Ren, Hongbo & Mu, Hailin, 2012. "Capital stock-labor-energy substitution and production efficiency study for China," Energy Economics, Elsevier, vol. 34(4), pages 1208-1213.
    49. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    50. Partha Dasgupta & Geoffrey Heal, 1974. "The Optimal Depletion of Exhaustible Resources," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 41(5), pages 3-28.
    51. Wesseh, Presley K. & Lin, Boqiang, 2016. "Output and substitution elasticities of energy and implications for renewable energy expansion in the ECOWAS region," Energy Policy, Elsevier, vol. 89(C), pages 125-137.
    52. 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.
    53. Michael Grubb & David Ulph, 2002. "Energy, the Environment, and Innovation," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(1), pages 92-106, Spring.
    54. Sumit Dey-Chowdhury, 2008. "Methods explained: Perpetual Inventory Method (PIM)," Economic & Labour Market Review, Palgrave Macmillan;Office for National Statistics, vol. 2(9), pages 48-52, September.
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    More about this item

    Keywords

    Directed technological change; Energy; Economic growth; Stochastic frontier analysis;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • L60 - Industrial Organization - - Industry Studies: Manufacturing - - - General
    • O13 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q40 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - General

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