Research Article
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Substitution between Energy and Capital: Evidence from a Four-Factor Translog Production Function Disentangling Tangible and Intangible Capital

Year 2025, Volume: 14 Issue: 1, 108 - 131, 12.03.2025

Abstract

The substitution/complementarity relationship between production factors has received substantial interest in economic literature. Since oil crisis period of 1970s, this stream of literature has particularly focused on the substitutability of energy with other factors of production. This paper assesses the substitution between energy and capital using a four-factor translog production approach separating capital into tangible and intangible forms. Using a panel data set of 14 OECD countries from 1995-2020, we estimated substitution elasticities for 11 manufacturing subsectors using Ridge Regression. Empirical results suggest a substitution between energy and both capital inputs for all manufacturing subsectors. The substitution elasticity between energy and intangible capital is found to be higher than that between energy and tangible capital. Moreover, substitution elasticity between energy and intangible capital is found to be highest in energy-intensive industries while the highest substitution elasticities between energy and tangible capital are recorded in high- and medium-high technology manufacturing subsectors.

Ethical Statement

This study has been prepared in accordance with the rules of scientific research and publication ethics.

Supporting Institution

This study is not supported by any institution.

References

  • Arnberg, S., & Bjørner, T. B. (2007). Substitution between Energy, Capital and Labour within Industrial Companies: A Micro Panel Data Analysis. Resource and Energy Economics, 29(2), 122–136. https://doi.org/10.1016/j.reseneeco.2006.01.001
  • Arrow, K. J., Chenery, H. B., Minhas, B. S., & Solow, R. M. (1961). Capital-Labor Substitution and Economic Efficiency. The Review of Economics and Statistics, 43(3), 225–250. https://doi.org/10.2307/1927286
  • Bardazzi, R., Oropallo, F., & Pazienza, M. G. (2015). Do Manufacturing Firms React to Energy Prices? Evidence from Italy. Energy Economics, 49, 168-181.
  • Başeğmez, H. (2022). Gelişmekte olan ülkelerde ekonomik büyüme: CES ve translog üretim fonksiyonu yaklaşımı. Dicle Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 12(24), 432-451.
  • Behrman, J. R. (1972). Sectoral elasticities of substitution between capital and labor in a developing economy: times series analysis in the case of postwar Chile. Econometrica: Journal of the Econometric Society, 311-326.
  • Bell, F. W. (1964). The Role of Capital-Labor Substitution in the Economic Adjustment of an Industry Across Regions. Southern Economic Journal, 123-131.
  • Berndt, E. R., & Wood, D. O. (1975). Technology, Prices, and the Derived Demand for Energy. The Review of Economics and Statistics, 57(3), 259. https://doi.org/10.2307/1923910
  • Christensen, L. R., Jorgenson, D. W., & Lau, L. J. (1973). Transcendental Logarithmic Production Frontiers. The Review of Economics and Statistics, 55(1), 28–45.
  • Corsatea, T. D., Lindner, S., Arto, I., Román, M. V., Rueda-Cantuche, J. M., Velázquez Afonso, A., Amores, A. F., & Neuwahl, F. (2019). World Input-Output Database Environmental Accounts: Update 2000-2016 (EUR 29727 EN). Publications Office of the European Union. https://doi.org/10.2760/024036
  • Dahl, C., & Erdogan, M. (2000). Energy and interfactor substitution in Turkey. Opec Review, 24(1), 1-22.
  • Debertin, D. L., & Pagoulatos, A. (1985). Optimal Management Strategies for Alfalfa Production Within a Total Farm Plan. Journal of Agricultural and Applied Economics, 17(2), 127-138.
  • Deininger, S. M., Mohler, L., & Mueller, D. (2018). Factor substitution in Swiss manufacturing: empirical evidence using micro panel data. Swiss Journal of Economics and Statistics, 154, 1-15.
  • EU KLEMS (2023). EU KLEMS INTANProd database [Data set]. https://euklems-intanprod-llee.luiss.it/download/
  • Field, B. C., & Grebenstein, C. (1980). Capital-Energy Substitution in U.S. Manufacturing. The Review of Economics and Statistics, 62(2), 207. https://doi.org/10.2307/1924746
  • Garofalo, G. A., & Malhotra, D. M. (1988). Aggregation of Capital and its Substitution with Energy. Eastern Economic Journal, 14(3), 251-262.
  • Genty, A. (Ed.). (2012). Final database of environmental satellite accounts: Technical report on their compilation. WIOD Deliverable 4.6.
  • Griffin, J. M., & Gregory, P. R. (1976). An intercountry translog model of energy substitution responses. The American Economic Review, 66(5), 845-857.
  • Haller, S. A., & Hyland, M. (2014). Capital–energy substitution: Evidence from a panel of Irish manufacturing firms. Energy Economics, 45, 501-510.
  • Hoerl, A. E. and Kennard, R. W. (1970). Ridge regression: Biased estimation for nonorthogonal problems, Technometrics, 12(1), 55-67.
  • Iqbal, M. (1986). Substitution of Labour, Capital and Energy in the Manufacturing Sector of Pakistan. Empirical Economics, 11(2), 81-95.
  • Instituto Nacional de Estadística (INE) (2009). CNAE 2009: National Classification of Economic Activities [PDF]. https://www.ine.es/daco/daco42/clasificaciones/cnae09/estructura_en.pdf
  • Khalid, W., Özdeşer, H., & Jalil, A. (2021). An empirical analysis of inter-factor and inter-fuel substitution in the energy sector of Pakistan. Renewable Energy, 177, 953-966.
  • Kümmel, R., Strassl, W., Gossner, A., & Eichhorn, W. (1985). Technical progress and energy-dependent production functions. Zeitschrift für Nationalökonomie/Journal of Economics, 45(3), 285-311.
  • Lagomarsino, E., & Turner, K. (2017). Is the production function Translog or CES? An empirical illustration using UK data. Working Papers 1713, University of Strathclyde Business School, Department of Economics.
  • Lin, B., & Ahmad, I. (2016). Energy substitution effect on transport sector of Pakistan based on trans-log production function. Renewable and Sustainable Energy Reviews, 56, 1182-1193.
  • Lin, B., & Atsagli, P. (2017). Inter-fuel substitution possibilities in South Africa: A translog production function approach. Energy, 121, 822-831.
  • Lin, B., Atsagli, P., & Dogah, K. E. (2016). Ghanaian energy economy: Inter-production factors and energy substitution. Renewable and Sustainable Energy Reviews, 57, 1260-1269.
  • Lin, B., & Liu, K. (2017a). Energy substitution effect on China’s heavy industry: perspectives of a translog production function and ridge regression. Sustainability, 9(11), 1892.
  • Lin, B., & Liu, W. (2017b). Estimation of Energy Substitution Effect in China’s Machinery Industry—Based on the Corrected Formula for Elasticity of Substitution. Energy, 129, 246–254. https://doi.org/10.1016/j.energy.2017.04.103
  • Lin, B., & Wesseh Jr, P. K. (2013). Estimates of inter-fuel substitution possibilities in Chinese chemical industry. Energy Economics, 40, 560-568.
  • Marcus, M. (1964). Capital-Labor Substitution Among States: Some Empirical Evidence. The Review of Economics and Statistics, 434-438.
  • McDonald, G. C. (2009). Ridge regression. Wiley Interdisciplinary Reviews: Computational Statistics, 1(1), 93–100. https://doi.org/10.1002/wics.14
  • McFadden, D. (1978). Cost, revenue, and profit functions. In M. Fuss and D. McFadden (Editors). Production Economics: A Dual Approach to Theory and Applications. Volume I: The Theory of Production. (pp. 3-109). Amsterdam: North-Holland.
  • Medlock III, K. B. (2009). Energy demand theory. J. Evans and L.C. Hunt (Edt.). in International Handbook on The Economics of Energy. (89-111). Cheltenham, UK: Edward Elgar Publishing.
  • NCSS Statistical Software. (2024). Ridge Regression. NCSS.com
  • Nguyen, S. V., & Streitwieser, M. L. (1999). Factor substitution in US manufacturing: Does plant size matter?. Small Business Economics, 12, 41-57.
  • OECD (2022). Physical Energy Flow Accounts: Use by Activity [Dataset]. OECD Data Explorer. bit.ly/OECD-Energy-Data
  • Özatalay, S., Grubaugh, S., & Long, T. V. (1979). Energy substitution and national energy policy. The American Economic Review, 69(2), 369-371.
  • Pindyck, R. S. (1979). Interfuel Substitution and the Industrial Demand for Energy: An International Comparison. The Review of Economics and Statistics, 61(2), 169. https://doi.org/10.2307/1924584
  • Pokrovski, V. N. (2003). Energy in the theory of production. Energy, 28(8), 769-788.
  • Raza, M. Y., & Lin, B. (2024). Energy substitution possibilities and technological progress in Pakistan's industrial sector. Applied Energy, 376, 124300.
  • Revankar, N. S. (1971). Capital-Labor Substitution, Technological Change and Economic Growth: The US Experience, 1929-1953. Metroeconomica, 23(2), 154-176.
  • Shephard, R. (1953). Cost and Production Functions. Princeton, NJ: Princeton University Press.
  • Smyth, R., Narayan, P. K., & Shi, H. (2011). Substitution between energy and classical factor inputs in the Chinese steel sector. Applied energy, 88(1), 361-367.
  • Songur, M. (2019). Türkiye’de emek, sermaye ve enerji arasındaki ikame esnekliği: Translog üretim fonksiyonu yaklaşımı. Erciyes Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, (54), 114-137.
  • Stehrer, R. (2024). wiiw Growth and Productivity Database: Release December 2024. The Vienna Institute for International Economic Studies (wiiw). Retrieved from https://euklems.eu/wp-content/uploads/2024/12/wiiw-GPD_Release2024.pdf
  • Timmer, M. P., Dietzenbacher, E., Los, B., Stehrer, R., & de Vries, G. J. (2015). An illustrated user guide to the World Input–Output Database: The case of global automotive production. Review of International Economics, 23(3), 575–605.
  • Weitzman, M. L. (1970). Soviet postwar economic growth and capital-labor substitution. The American Economic Review, 60(4), 676-692.
  • Wesseh Jr, P. K., Lin, B., & Appiah, M. O. (2013). Delving into Liberia's energy economy: technical change, inter-factor and inter-fuel substitution. Renewable and Sustainable Energy Reviews, 24, 122-130.
  • WIOD (2013). World Input-Output Database (2013 Release) [Data set]. University of Groningen, GGDC. https://www.rug.nl/ggdc/valuechain/wiod/wiod-2013-release
  • WIOD (2016). World Input-Output Database (2016 Release) [Data set]. European Commission, Joint Research Centre. https://joint-research-centre.ec.europa.eu/scientific-activities-z/economic-environmental-and-social-effects-globalisation_en
  • Woodland, A. D. (1993). A micro-econometric analysis of the industrial demand for energy in NSW. The Energy Journal, 14(2), 57-89.
  • Xie, C., & Hawkes, A. D. (2015). Estimation of inter-fuel substitution possibilities in China's transport industry using ridge regression. Energy, 88, 260-267.

Enerji ve Sermaye Arasındaki İkame: Maddi ve Maddi Olmayan Sermayenin Ayrıştırıldığı Dört Faktörlü Translog Üretim Fonksiyonundan Bulgular

Year 2025, Volume: 14 Issue: 1, 108 - 131, 12.03.2025

Abstract

Üretim faktörleri arasındaki ikame/tamamlayıcılık ilişkisi, ekonomik literatürde ilgi gören bir konudur. 1970'lerin petrol krizleri döneminden bu yana, literatür özellikle enerjinin diğer üretim faktörleriyle ikame edilebilirliği üzerine yoğunlaşmıştır. Bu makale, enerjinin sermaye ile ikamesini değerlendirmek için, sermayeyi maddi ve maddi olmayan sermaye olarak ayıran dört faktörlü bir translog üretim yaklaşımı kullanmaktadır. 14 OECD ülkesine ait, 1995-2020 dönemini kapsayan panel veri seti kullanılarak, Ridge Regresyon yöntemiyle 11 imalat sanayii alt sektörü için ikame esneklikleri tahmin edilmiştir. Ampirik sonuçlar, tüm imalat sanayii alt sektörlerinde enerji ile her iki sermaye girdisi arasında ikame ilişkisinin bulunduğunu göstermektedir. Enerji ile maddi olmayan sermaye arasındaki ikame esnekliğinin, enerji ile maddi sermaye arasındaki ikame esnekliğinden daha yüksek olduğu bulunmuştur. Ayrıca, enerji ile maddi olmayan sermaye arasındaki ikame esnekliği enerji yoğun sektörlerde en yüksek seviyede bulunurken, enerji ile maddi sermaye arasındaki en yüksek ikame esneklikleri yüksek ve orta-yüksek teknoloji imalat sanayii alt sektörlerinde kaydedilmiştir.

Ethical Statement

Bu çalışma bilimsel araştırma ve yayın etiği kurallarına uygun olarak hazırlanmıştır

Supporting Institution

Bu araştırma herhangi bir kurum tarafından desteklenmemiştir.

References

  • Arnberg, S., & Bjørner, T. B. (2007). Substitution between Energy, Capital and Labour within Industrial Companies: A Micro Panel Data Analysis. Resource and Energy Economics, 29(2), 122–136. https://doi.org/10.1016/j.reseneeco.2006.01.001
  • Arrow, K. J., Chenery, H. B., Minhas, B. S., & Solow, R. M. (1961). Capital-Labor Substitution and Economic Efficiency. The Review of Economics and Statistics, 43(3), 225–250. https://doi.org/10.2307/1927286
  • Bardazzi, R., Oropallo, F., & Pazienza, M. G. (2015). Do Manufacturing Firms React to Energy Prices? Evidence from Italy. Energy Economics, 49, 168-181.
  • Başeğmez, H. (2022). Gelişmekte olan ülkelerde ekonomik büyüme: CES ve translog üretim fonksiyonu yaklaşımı. Dicle Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 12(24), 432-451.
  • Behrman, J. R. (1972). Sectoral elasticities of substitution between capital and labor in a developing economy: times series analysis in the case of postwar Chile. Econometrica: Journal of the Econometric Society, 311-326.
  • Bell, F. W. (1964). The Role of Capital-Labor Substitution in the Economic Adjustment of an Industry Across Regions. Southern Economic Journal, 123-131.
  • Berndt, E. R., & Wood, D. O. (1975). Technology, Prices, and the Derived Demand for Energy. The Review of Economics and Statistics, 57(3), 259. https://doi.org/10.2307/1923910
  • Christensen, L. R., Jorgenson, D. W., & Lau, L. J. (1973). Transcendental Logarithmic Production Frontiers. The Review of Economics and Statistics, 55(1), 28–45.
  • Corsatea, T. D., Lindner, S., Arto, I., Román, M. V., Rueda-Cantuche, J. M., Velázquez Afonso, A., Amores, A. F., & Neuwahl, F. (2019). World Input-Output Database Environmental Accounts: Update 2000-2016 (EUR 29727 EN). Publications Office of the European Union. https://doi.org/10.2760/024036
  • Dahl, C., & Erdogan, M. (2000). Energy and interfactor substitution in Turkey. Opec Review, 24(1), 1-22.
  • Debertin, D. L., & Pagoulatos, A. (1985). Optimal Management Strategies for Alfalfa Production Within a Total Farm Plan. Journal of Agricultural and Applied Economics, 17(2), 127-138.
  • Deininger, S. M., Mohler, L., & Mueller, D. (2018). Factor substitution in Swiss manufacturing: empirical evidence using micro panel data. Swiss Journal of Economics and Statistics, 154, 1-15.
  • EU KLEMS (2023). EU KLEMS INTANProd database [Data set]. https://euklems-intanprod-llee.luiss.it/download/
  • Field, B. C., & Grebenstein, C. (1980). Capital-Energy Substitution in U.S. Manufacturing. The Review of Economics and Statistics, 62(2), 207. https://doi.org/10.2307/1924746
  • Garofalo, G. A., & Malhotra, D. M. (1988). Aggregation of Capital and its Substitution with Energy. Eastern Economic Journal, 14(3), 251-262.
  • Genty, A. (Ed.). (2012). Final database of environmental satellite accounts: Technical report on their compilation. WIOD Deliverable 4.6.
  • Griffin, J. M., & Gregory, P. R. (1976). An intercountry translog model of energy substitution responses. The American Economic Review, 66(5), 845-857.
  • Haller, S. A., & Hyland, M. (2014). Capital–energy substitution: Evidence from a panel of Irish manufacturing firms. Energy Economics, 45, 501-510.
  • Hoerl, A. E. and Kennard, R. W. (1970). Ridge regression: Biased estimation for nonorthogonal problems, Technometrics, 12(1), 55-67.
  • Iqbal, M. (1986). Substitution of Labour, Capital and Energy in the Manufacturing Sector of Pakistan. Empirical Economics, 11(2), 81-95.
  • Instituto Nacional de Estadística (INE) (2009). CNAE 2009: National Classification of Economic Activities [PDF]. https://www.ine.es/daco/daco42/clasificaciones/cnae09/estructura_en.pdf
  • Khalid, W., Özdeşer, H., & Jalil, A. (2021). An empirical analysis of inter-factor and inter-fuel substitution in the energy sector of Pakistan. Renewable Energy, 177, 953-966.
  • Kümmel, R., Strassl, W., Gossner, A., & Eichhorn, W. (1985). Technical progress and energy-dependent production functions. Zeitschrift für Nationalökonomie/Journal of Economics, 45(3), 285-311.
  • Lagomarsino, E., & Turner, K. (2017). Is the production function Translog or CES? An empirical illustration using UK data. Working Papers 1713, University of Strathclyde Business School, Department of Economics.
  • Lin, B., & Ahmad, I. (2016). Energy substitution effect on transport sector of Pakistan based on trans-log production function. Renewable and Sustainable Energy Reviews, 56, 1182-1193.
  • Lin, B., & Atsagli, P. (2017). Inter-fuel substitution possibilities in South Africa: A translog production function approach. Energy, 121, 822-831.
  • Lin, B., Atsagli, P., & Dogah, K. E. (2016). Ghanaian energy economy: Inter-production factors and energy substitution. Renewable and Sustainable Energy Reviews, 57, 1260-1269.
  • Lin, B., & Liu, K. (2017a). Energy substitution effect on China’s heavy industry: perspectives of a translog production function and ridge regression. Sustainability, 9(11), 1892.
  • Lin, B., & Liu, W. (2017b). Estimation of Energy Substitution Effect in China’s Machinery Industry—Based on the Corrected Formula for Elasticity of Substitution. Energy, 129, 246–254. https://doi.org/10.1016/j.energy.2017.04.103
  • Lin, B., & Wesseh Jr, P. K. (2013). Estimates of inter-fuel substitution possibilities in Chinese chemical industry. Energy Economics, 40, 560-568.
  • Marcus, M. (1964). Capital-Labor Substitution Among States: Some Empirical Evidence. The Review of Economics and Statistics, 434-438.
  • McDonald, G. C. (2009). Ridge regression. Wiley Interdisciplinary Reviews: Computational Statistics, 1(1), 93–100. https://doi.org/10.1002/wics.14
  • McFadden, D. (1978). Cost, revenue, and profit functions. In M. Fuss and D. McFadden (Editors). Production Economics: A Dual Approach to Theory and Applications. Volume I: The Theory of Production. (pp. 3-109). Amsterdam: North-Holland.
  • Medlock III, K. B. (2009). Energy demand theory. J. Evans and L.C. Hunt (Edt.). in International Handbook on The Economics of Energy. (89-111). Cheltenham, UK: Edward Elgar Publishing.
  • NCSS Statistical Software. (2024). Ridge Regression. NCSS.com
  • Nguyen, S. V., & Streitwieser, M. L. (1999). Factor substitution in US manufacturing: Does plant size matter?. Small Business Economics, 12, 41-57.
  • OECD (2022). Physical Energy Flow Accounts: Use by Activity [Dataset]. OECD Data Explorer. bit.ly/OECD-Energy-Data
  • Özatalay, S., Grubaugh, S., & Long, T. V. (1979). Energy substitution and national energy policy. The American Economic Review, 69(2), 369-371.
  • Pindyck, R. S. (1979). Interfuel Substitution and the Industrial Demand for Energy: An International Comparison. The Review of Economics and Statistics, 61(2), 169. https://doi.org/10.2307/1924584
  • Pokrovski, V. N. (2003). Energy in the theory of production. Energy, 28(8), 769-788.
  • Raza, M. Y., & Lin, B. (2024). Energy substitution possibilities and technological progress in Pakistan's industrial sector. Applied Energy, 376, 124300.
  • Revankar, N. S. (1971). Capital-Labor Substitution, Technological Change and Economic Growth: The US Experience, 1929-1953. Metroeconomica, 23(2), 154-176.
  • Shephard, R. (1953). Cost and Production Functions. Princeton, NJ: Princeton University Press.
  • Smyth, R., Narayan, P. K., & Shi, H. (2011). Substitution between energy and classical factor inputs in the Chinese steel sector. Applied energy, 88(1), 361-367.
  • Songur, M. (2019). Türkiye’de emek, sermaye ve enerji arasındaki ikame esnekliği: Translog üretim fonksiyonu yaklaşımı. Erciyes Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, (54), 114-137.
  • Stehrer, R. (2024). wiiw Growth and Productivity Database: Release December 2024. The Vienna Institute for International Economic Studies (wiiw). Retrieved from https://euklems.eu/wp-content/uploads/2024/12/wiiw-GPD_Release2024.pdf
  • Timmer, M. P., Dietzenbacher, E., Los, B., Stehrer, R., & de Vries, G. J. (2015). An illustrated user guide to the World Input–Output Database: The case of global automotive production. Review of International Economics, 23(3), 575–605.
  • Weitzman, M. L. (1970). Soviet postwar economic growth and capital-labor substitution. The American Economic Review, 60(4), 676-692.
  • Wesseh Jr, P. K., Lin, B., & Appiah, M. O. (2013). Delving into Liberia's energy economy: technical change, inter-factor and inter-fuel substitution. Renewable and Sustainable Energy Reviews, 24, 122-130.
  • WIOD (2013). World Input-Output Database (2013 Release) [Data set]. University of Groningen, GGDC. https://www.rug.nl/ggdc/valuechain/wiod/wiod-2013-release
  • WIOD (2016). World Input-Output Database (2016 Release) [Data set]. European Commission, Joint Research Centre. https://joint-research-centre.ec.europa.eu/scientific-activities-z/economic-environmental-and-social-effects-globalisation_en
  • Woodland, A. D. (1993). A micro-econometric analysis of the industrial demand for energy in NSW. The Energy Journal, 14(2), 57-89.
  • Xie, C., & Hawkes, A. D. (2015). Estimation of inter-fuel substitution possibilities in China's transport industry using ridge regression. Energy, 88, 260-267.
There are 53 citations in total.

Details

Primary Language English
Subjects Applied Microeconometrics
Journal Section Research Articles
Authors

Yağmur Tuçe Akyıldız 0000-0002-6962-9785

İstemi Berk 0000-0003-3507-2293

Publication Date March 12, 2025
Submission Date January 7, 2025
Acceptance Date February 25, 2025
Published in Issue Year 2025 Volume: 14 Issue: 1

Cite

APA Akyıldız, Y. T., & Berk, İ. (2025). Substitution between Energy and Capital: Evidence from a Four-Factor Translog Production Function Disentangling Tangible and Intangible Capital. Ekonomi-Tek, 14(1), 108-131.