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Management practices and manufacturing firm responses to a randomized energy audit

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Listed:
  • Da Zhang

    (Tsinghua University)

  • Valerie J. Karplus

    (Carnegie Mellon University
    Carnegie Mellon University)

Abstract

Increasing the efficiency of industrial energy use is widely considered important for mitigating climate change. We randomize assignment of an energy audit intervention aimed at improving energy efficiency and reducing energy expenditures of small- and medium-sized metal processing firms in Shandong Province, China, and examine impacts on energy outcomes and interactions with firms’ management practices. We find that the intervention reduced firms’ unit cost of electricity by 8% on average. Firms with more developed structured management practices showed higher rates of recommendation adoption. However, the post-intervention electricity unit cost reduction is larger in firms with less developed practices, primarily driven by a single recommendation that corrected managers’ inaccurate reporting of transformer usage at baseline, lowering their electricity costs. By closing management-associated gaps in awareness of energy expenditures, energy audit programmes may reduce a firm’s unit cost of energy but have an ambiguous impact on energy use and climate change.

Suggested Citation

  • Da Zhang & Valerie J. Karplus, 2025. "Management practices and manufacturing firm responses to a randomized energy audit," Nature Energy, Nature, vol. 10(5), pages 557-568, May.
  • Handle: RePEc:nat:natene:v:10:y:2025:i:5:d:10.1038_s41560-025-01729-5
    DOI: 10.1038/s41560-025-01729-5
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    as
    1. Kenneth Gillingham & Karen Palmer, 2014. "Bridging the Energy Efficiency Gap: Policy Insights from Economic Theory and Empirical Evidence," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 8(1), pages 18-38, January.
    2. David Atkin & Azam Chaudhry & Shamyla Chaudry & Amit K. Khandelwal & Eric Verhoogen, 2017. "Organizational Barriers to Technology Adoption: Evidence from Soccer-Ball Producers in Pakistan," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1101-1164.
    3. Martin, Ralf & Muûls, Mirabelle & de Preux, Laure B. & Wagner, Ulrich J., 2012. "Anatomy of a paradox: Management practices, organizational structure and energy efficiency," Journal of Environmental Economics and Management, Elsevier, vol. 63(2), pages 208-223.
    4. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    5. Miriam Bruhn & Dean Karlan & Antoinette Schoar, 2018. "The Impact of Consulting Services on Small and Medium Enterprises: Evidence from a Randomized Trial in Mexico," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 635-687.
    6. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    7. Nicholas Bloom & Christos Genakos & Ralf Martin & Raffaella Sadun, 2010. "Modern Management: Good for the Environment or Just Hot Air?," Economic Journal, Royal Economic Society, vol. 120(544), pages 551-572, May.
    8. Hunt Allcott & Michael Greenstone, 2012. "Is There an Energy Efficiency Gap?," Journal of Economic Perspectives, American Economic Association, vol. 26(1), pages 3-28, Winter.
    9. David McKenzie & Christopher Woodruff, 2017. "Business Practices in Small Firms in Developing Countries," Management Science, INFORMS, vol. 63(9), pages 2967-2981, September.
    10. Nicholas Bloom & Benn Eifert & Aprajit Mahajan & David McKenzie & John Roberts, 2013. "Does Management Matter? Evidence from India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 1-51.
    11. Todd D. Gerarden & Richard G. Newell & Robert N. Stavins, 2017. "Assessing the Energy-Efficiency Gap," Journal of Economic Literature, American Economic Association, vol. 55(4), pages 1486-1525, December.
    12. Meredith Fowlie & Robyn Meeks, 2021. "The Economics of Energy Efficiency in Developing Countries," Review of Environmental Economics and Policy, University of Chicago Press, vol. 15(2), pages 238-260.
    13. Fiona Burlig & Christopher Knittel & David Rapson & Mar Reguant & Catherine Wolfram, 2020. "Machine Learning from Schools about Energy Efficiency," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 7(6), pages 1181-1217.
    14. Yiming Cao & Shuo Chen, 2022. "Rebel on the Canal: Disrupted Trade Access and Social Conflict in China, 1650–1911," American Economic Review, American Economic Association, vol. 112(5), pages 1555-1590, May.
    15. Sun, Chuanwang & Chen, Zhilong & Guo, Zhiru & Wu, Huixin, 2022. "Energy rebound effect of various industries in China: Based on hybrid energy input-output model," Energy, Elsevier, vol. 261(PB).
    16. Nicholas Ryan, 2018. "Energy Productivity And Energy Demand: Experimental Evidence From Indian Manufacturing Plants," Working Papers id:12797, eSocialSciences.
    17. Miriam Bruhn & David McKenzie, 2009. "In Pursuit of Balance: Randomization in Practice in Development Field Experiments," American Economic Journal: Applied Economics, American Economic Association, vol. 1(4), pages 200-232, October.
    18. Meredith Fowlie & Michael Greenstone & Catherine Wolfram, 2018. "Do Energy Efficiency Investments Deliver? Evidence from the Weatherization Assistance Program," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(3), pages 1597-1644.
    19. Dennis J. Aigner & Joseph G. Hirschberg, 1985. "Commercial/Industrial Customer Response to Time-Of-Use Electricity Prices: Some Experimental Results," RAND Journal of Economics, The RAND Corporation, vol. 16(3), pages 341-355, Autumn.
    20. Chinbang Chung & Dennis J. Aigner, 1981. "Industrial and Commercial Demand for Electricity by Time-of-Day: A California Case Study," The Energy Journal, , vol. 2(3), pages 91-110, July.
    21. Greevy, Robert & Silber, Jeffrey H. & Cnaan, Avital & Rosenbaum, Paul R., 2004. "Randomization Inference With Imperfect Compliance in the ACE-Inhibitor After Anthracycline Randomized Trial," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 7-15, January.
    22. Anderson, Soren T. & Newell, Richard G., 2004. "Information programs for technology adoption: the case of energy-efficiency audits," Resource and Energy Economics, Elsevier, vol. 26(1), pages 27-50, March.
    23. Guangqing Xu & Danze Huang & Xiaoyu Chen & Mengyao Chen, 2023. "Study on energy rebound effects of China’s industries," PLOS ONE, Public Library of Science, vol. 18(3), pages 1-21, March.
    24. Erica L. Plambeck & L. Beril Toktay, 2013. "Introduction to the Special Issue on the Environment," Manufacturing & Service Operations Management, INFORMS, vol. 15(4), pages 523-526, October.
    25. Aigner, D J & Newman, J & Tishler, A, 1994. "The Response of Small and Medium-Size Business Customers to Time-of-Use (TOU) Electricity Rates in Israel," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 9(3), pages 283-304, July-Sept.
    26. Stephen J. Decanio & William E. Watkins, 1998. "Investment In Energy Efficiency: Do The Characteristics Of Firms Matter?," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 95-107, February.
    27. Chinbang Chung & Dennis J. Aigner, 1981. "Industrial and Commercial Demand for Electricity by Time-of-Day: A California Case Study," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 91-110.
    28. Wayne Fu & Basak Kalkanci & Ravi Subramanian, 2019. "Are Hazardous Substance Rankings Effective? An Empirical Investigation of Information Dissemination About the Relative Hazards of Chemicals and Emissions Reductions," Manufacturing & Service Operations Management, INFORMS, vol. 21(3), pages 602-619, July.
    29. Zhou, Yang & Ma, Rong & Su, Yun & Wu, Libo, 2019. "Too big to change: How heterogeneous firms respond to time-of-use electricity price," China Economic Review, Elsevier, vol. 58(C).
    30. Victor Couture & Benjamin Faber & Yizhen Gu & Lizhi Liu, 2021. "Connecting the Countryside via E-Commerce: Evidence from China," American Economic Review: Insights, American Economic Association, vol. 3(1), pages 35-50, March.
    31. Constantine E. Kontokosta & Danielle Spiegel-Feld & Sokratis Papadopoulos, 2020. "The impact of mandatory energy audits on building energy use," Nature Energy, Nature, vol. 5(4), pages 309-316, April.
    32. Schleich, Joachim, 2009. "Barriers to energy efficiency: A comparison across the German commercial and services sector," Ecological Economics, Elsevier, vol. 68(7), pages 2150-2159, May.
    33. Glen W. S. Dowell & Suresh Muthulingam, 2017. "Will firms go green if it pays? The impact of disruption, cost, and external factors on the adoption of environmental initiatives," Strategic Management Journal, Wiley Blackwell, vol. 38(6), pages 1287-1304, June.
    34. Lucas W. Davis & Alan Fuchs & Paul Gertler, 2014. "Cash for Coolers: Evaluating a Large-Scale Appliance Replacement Program in Mexico," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 207-238, November.
    35. DeCanio, Stephen J, 1998. "The efficiency paradox: bureaucratic and organizational barriers to profitable energy-saving investments," Energy Policy, Elsevier, vol. 26(5), pages 441-454, April.
    36. Suresh Muthulingam & Charles J. Corbett & Shlomo Benartzi & Bohdan Oppenheim, 2013. "Energy Efficiency in Small and Medium-Sized Manufacturing Firms: Order Effects and the Adoption of Process Improvement Recommendations," Manufacturing & Service Operations Management, INFORMS, vol. 15(4), pages 596-615, October.
    37. Ichniowski, Casey & Shaw, Kathryn & Prennushi, Giovanna, 1997. "The Effects of Human Resource Management Practices on Productivity: A Study of Steel Finishing Lines," American Economic Review, American Economic Association, vol. 87(3), pages 291-313, June.
    38. Nick Bloom & Christos Genakos & Ralf Martin & Raffaella Sadun, 2010. "In brief: Modern Management: Good for the environment or just hot air?," CentrePiece - The magazine for economic performance 303, Centre for Economic Performance, LSE.
    39. Liu, Hongxun & Du, Kerui & Li, Jianglong, 2019. "An improved approach to estimate direct rebound effect by incorporating energy efficiency: A revisit of China's industrial energy demand," Energy Economics, Elsevier, vol. 80(C), pages 720-730.
    40. Nicholas Ryan, 2018. "Energy Productivity and Energy Demand: Experimental Evidence from Indian Manufacturing Plants," NBER Working Papers 24619, National Bureau of Economic Research, Inc.
    41. Greg Distelhorst & Jens Hainmueller & Richard M. Locke, 2017. "Does Lean Improve Labor Standards? Management and Social Performance in the Nike Supply Chain," Management Science, INFORMS, vol. 63(3), pages 707-728, March.
    42. Ibragimov, Rustam & Müller, Ulrich K., 2010. "t-Statistic Based Correlation and Heterogeneity Robust Inference," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(4), pages 453-468.
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