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Zheng, H., Roseta-Palma, C. & Ramalho, J. J. S. (2021). Does directed technological change favor energy? Firm-level evidence from Portugal. Energy Economics. 98

H. Zheng et al.,  "Does directed technological change favor energy? Firm-level evidence from Portugal", in Energy Economics, vol. 98, 2021

@article{zheng2021_1732197480025,
	author = "Zheng, H. and Roseta-Palma, C. and Ramalho, J. J. S.",
	title = "Does directed technological change favor energy? Firm-level evidence from Portugal",
	journal = "Energy Economics",
	year = "2021",
	volume = "98",
	number = "",
	doi = "10.1016/j.eneco.2021.105248",
	url = "https://www.sciencedirect.com/journal/energy-economics"
}

TY  - JOUR
TI  - Does directed technological change favor energy? Firm-level evidence from Portugal
T2  - Energy Economics
VL  - 98
AU  - Zheng, H.
AU  - Roseta-Palma, C.
AU  - Ramalho, J. J. S.
PY  - 2021
SN  - 0140-9883
DO  - 10.1016/j.eneco.2021.105248
UR  - https://www.sciencedirect.com/journal/energy-economics
AB  - 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.
ER  -