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Climate Protection Potentials of Digitalized Production Processes: Microeconometric Evidence?

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  • Axenbeck, Janna
  • Niebel, Thomas

Abstract

Although information and communication technologies (ICT) consume energy themselves, they are considered to have the potential to improve overall energy efficiency within economic sectors. While previous empirical evidence is based on aggregated data, this is the first large-scale empirical study on the relationship between ICT and energy efficiency at the firm level. For this purpose, we employ administrative panel data on 28,734 manufacturing firms from German Statistical Offices of the Federation and the Federal States collected between 2009 and 2017. Using software capital intensity as an indicator for the firm-level degree of digitalization, we analyze whether an increase thereof relates to energy efficiency improvements. Results confirm the statistically significant negative link between software capital and energy use. However, the relationship is highly inelastic and does not suggest economic relevance. Therefore, we conclude that effects of ICT on energy use are not large enough to substantially improve energy efficiency.

Suggested Citation

  • Axenbeck, Janna & Niebel, Thomas, 2021. "Climate Protection Potentials of Digitalized Production Processes: Microeconometric Evidence?," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242369, Verein für Socialpolitik / German Economic Association.
  • Handle: RePEc:zbw:vfsc21:242369
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    1. Graumann, Sabine & Bertschek, Irene & Weber, Tobias & Ebert, Martin & Weinzierl, Michael & Ohnemus, Jörg & Rammer, Christian & Niebel, Thomas & Schulte, Patrick & Bersch, Johannes, 2017. "Monitoring-Report Wirtschaft DIGITAL 2017," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 178422.
    2. Löschel, Andreas & Lutz, Benjamin Johannes & Managi, Shunsuke, 2019. "The impacts of the EU ETS on efficiency and economic performance – An empirical analyses for German manufacturing firms," Resource and Energy Economics, Elsevier, vol. 56(C), pages 71-95.
    3. Weber, Tobias & Bertschek, Irene & Ohnemus, Jörg & Ebert, Martin, 2018. "Monitoring-Report Wirtschaft DIGITAL 2018," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 182035.
    4. Thomas Niebel & Mary O'Mahony & Marianne Saam, 2017. "The Contribution of Intangible Assets to Sectoral Productivity Growth in the EU," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 49-67, February.
    5. Ronald Bernstein & Reinhard Madlener, 2010. "Impact of disaggregated ICT capital on electricity intensity in European manufacturing," Applied Economics Letters, Taylor & Francis Journals, vol. 17(17), pages 1691-1695.
    6. Bertschek, Irene & Cerquera, Daniel & Klein, Gordon J., 2011. "More bits - more bucks? Measuring the impact of broadband internet on firm performance," ZEW Discussion Papers 11-032, ZEW - Leibniz Centre for European Economic Research.
    7. 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.
    8. Riccardo Brozzi & David Forti & Erwin Rauch & Dominik T. Matt, 2020. "The Advantages of Industry 4.0 Applications for Sustainability: Results from a Sample of Manufacturing Companies," Sustainability, MDPI, vol. 12(9), pages 1-19, May.
    9. Wujie Zhang & Fu Gu & Jianfeng Guo, 2019. "Can smart factories bring environmental benefits to their products?: A case study of household refrigerators," Journal of Industrial Ecology, Yale University, vol. 23(6), pages 1381-1395, December.
    10. Bertschek, Irene & Erdsiek, Daniel & Niebel, Thomas & Schuck, Bettina & Seifried, Mareike & Ewald, Johannes & Lang, Thorsten & Hicking, Jan & Wenger, Lucas & Walter, Tim, 2020. "Schwerpunktstudie Digitalisierung und Energieeffizienz. Erkenntnisse aus Forschung und Praxis: 2020," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 230964.
    11. Walker, William, 1985. "Information technology and the use of energy," Energy Policy, Elsevier, vol. 13(5), pages 458-476, October.
    12. Alexander Hijzen & Holger Görg & Robert C. Hine, 2005. "International Outsourcing and the Skill Structure of Labour Demand in the United Kingdom," Economic Journal, Royal Economic Society, vol. 115(506), pages 860-878, October.
    13. Patterson, Murray G, 1996. "What is energy efficiency? : Concepts, indicators and methodological issues," Energy Policy, Elsevier, vol. 24(5), pages 377-390, May.
    14. Van Reenen, John, 2011. "Wage inequality, technology and trade: 21st century evidence," Labour Economics, Elsevier, vol. 18(6), pages 730-741.
    15. Christopher L. Weber & Jonathan G. Koomey & H. Scott Matthews, 2010. "The Energy and Climate Change Implications of Different Music Delivery Methods," Journal of Industrial Ecology, Yale University, vol. 14(5), pages 754-769, October.
    16. Hilal Atasoy & Rajiv D. Banker & Paul A. Pavlou, 2016. "On the Longitudinal Effects of IT Use on Firm-Level Employment," Information Systems Research, INFORMS, vol. 27(1), pages 6-26, March.
    17. Kurt Kratena, 2007. "Technical Change, Investment and Energy Intensity," Economic Systems Research, Taylor & Francis Journals, vol. 19(3), pages 295-314.
    18. Kevin J. Stiroh, 2005. "Reassessing the Impact of IT in the Production Function: A Meta-Analysis and Sensitivity Tests," Annals of Economics and Statistics, GENES, issue 79-80, pages 529-561.
    19. Berndt, Ernst R. & Hesse, Dieter M., 1986. "Measuring and assessing capacity utilization in the manufacturing sectors of nine oecd countries," European Economic Review, Elsevier, vol. 30(5), pages 961-989, October.
    20. van der Werf, Edwin, 2008. "Production functions for climate policy modeling: An empirical analysis," Energy Economics, Elsevier, vol. 30(6), pages 2964-2979, November.
    21. Lagomarsino, Elena, 2020. "Estimating elasticities of substitution with nested CES production functions: Where do we stand?," Energy Economics, Elsevier, vol. 88(C).
    22. Emannuel Dhyne & Joep Konings & Joep Konings & Stijn Vanormelingen,, 2018. "IT and productivity: A firm level analysis," Working Paper Research 346, National Bank of Belgium.
    23. Brown, Randall S. & Christensen, Laurits R., 1980. "Estimating Elasticities Of Substitution In A Model Of Partial Static Equilibrium: An Application To U.S. Agriculture, 1947-1974," SSRI Workshop Series 292581, University of Wisconsin-Madison, Social Systems Research Institute.
    24. Kaus, Wolfhard & Slavtchev, Viktor & Zimmermann, Markus, 2020. "Intangible capital and productivity: Firm-level evidence from German manufacturing," IWH Discussion Papers 1/2020, Halle Institute for Economic Research (IWH).
    25. Anders S. G. Andrae & Tomas Edler, 2015. "On Global Electricity Usage of Communication Technology: Trends to 2030," Challenges, MDPI, vol. 6(1), pages 1-41, April.
    26. Patrick Schulte & Heinz Welsch & Sascha Rexhäuser, 2016. "ICT and the Demand for Energy: Evidence from OECD Countries," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 63(1), pages 119-146, January.
    27. Guy Michaels & Ashwini Natraj & John Van Reenen, 2014. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 60-77, March.
    28. Tilman Santarius & Johanna Pohl & Steffen Lange, 2020. "Digitalization and the Decoupling Debate: Can ICT Help to Reduce Environmental Impacts While the Economy Keeps Growing?," Sustainability, MDPI, vol. 12(18), pages 1-20, September.
    29. Lutz, Benjamin Johannes, 2016. "Emissions trading and productivity: Firm-level evidence from German manufacturing," ZEW Discussion Papers 16-067, ZEW - Leibniz Centre for European Economic Research.
    30. Lange, Steffen & Pohl, Johanna & Santarius, Tilman, 2020. "Digitalization and energy consumption. Does ICT reduce energy demand?," Ecological Economics, Elsevier, vol. 176(C).
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    Cited by:

    1. Horbach, Jens, 2023. "Digitalisation and sustainability strategies at the firm level," Ruhr Economic Papers 1001, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    2. Kren, Janez & Lawless, Martina, 2023. "Firm-level attitudes and actions to the “Twin Transition” challenges of digitalisation and climate change," Papers WP742, Economic and Social Research Institute (ESRI).
    3. Alexander Schiersch & Irene Bertschek & Thomas Niebel, 2023. "Diversify or Not? – The Link between Global Sourcing of ICT Goods and Firm Performance," Discussion Papers of DIW Berlin 2043, DIW Berlin, German Institute for Economic Research.
    4. Axenbeck, Janna & Berner, Anne & Kneib, Thomas, 2022. "What drives the relationship between digitalization and industrial energy demand? Exploring firm-level heterogeneity," ZEW Discussion Papers 22-059, ZEW - Leibniz Centre for European Economic Research.

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    More about this item

    Keywords

    Digitalization; ICT; Firm Level; Energy Efficiency;
    All these keywords.

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation

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