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Energy Efficiency in Small and Medium-Sized Manufacturing Firms: Order Effects and the Adoption of Process Improvement Recommendations

Author

Listed:
  • Suresh Muthulingam

    (Samuel Curtis Johnson Graduate School of Management, Cornell University, Ithaca, New York 14853)

  • Charles J. Corbett

    (Anderson School of Management, University of California, Los Angeles, Los Angeles, California 90095)

  • Shlomo Benartzi

    (Anderson School of Management, University of California, Los Angeles, Los Angeles, California 90095)

  • Bohdan Oppenheim

    (Frank R. Seaver College of Science and Engineering, Loyola Marymount University, Los Angeles, California 90045)

Abstract

In many manufacturing operations, profitable energy efficiency opportunities remain unexploited. Although previous studies have tried to explain the underinvestment, we focus on how the way in which a portfolio of opportunities is presented in a list affects adoption decisions. We use information on over 100,000 energy-saving recommendations made to more than 13,000 small and medium-sized manufacturing firms under the Industrial Assessment Centers program of the U.S. Department of Energy. We find that adoption rates are higher for initiatives appearing early in a list of recommendations. This sequence effect is consistent and large: simply moving a recommendation one position lower has the same effect on average as increasing up-front implementation cost by at least 17% from the average value. Given this impact of sequence on adoption of individual recommendations, we utilize variations within our data to examine how various sequencing approaches affect adoption at the portfolio level. Sequences in which recommendations are listed from best to worst payback achieve higher potential energy savings given the investments in energy efficiency made by the firms. We also observe a choice overload effect at the portfolio level, but the magnitude of this effect is small.

Suggested Citation

  • 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.
  • Handle: RePEc:inm:ormsom:v:15:y:2013:i:4:p:596-615
    DOI: 10.1287/msom.2013.0439
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    References listed on IDEAS

    as
    1. Gérard P. Cachon & Marcelo Olivares, 2010. "Drivers of Finished-Goods Inventory in the U.S. Automobile Industry," Management Science, INFORMS, vol. 56(1), pages 202-216, January.
    2. Jaffe Adam B. & Stavins Robert N., 1995. "Dynamic Incentives of Environmental Regulations: The Effects of Alternative Policy Instruments on Technology Diffusion," Journal of Environmental Economics and Management, Elsevier, vol. 29(3), pages 43-63, November.
    3. Vinayak Deshpande & Morris A. Cohen & Karen Donohue, 2003. "An Empirical Study of Service Differentiation for Weapon System Service Parts," Operations Research, INFORMS, vol. 51(4), pages 518-530, August.
    4. 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.
    5. Mueller, Steffen, 2006. "Missing the spark: An investigation into the low adoption paradox of combined heat and power technologies," Energy Policy, Elsevier, vol. 34(17), pages 3153-3164, November.
    6. Mulder, Peter & de Groot, Henri L. F. & Hofkes, Marjan W., 2003. "Explaining slow diffusion of energy-saving technologies; a vintage model with returns to diversity and learning-by-using," Resource and Energy Economics, Elsevier, vol. 25(1), pages 105-126, February.
    7. 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.
    8. Hassett, Kevin A. & Metcalf, Gilbert E., 1995. "Energy tax credits and residential conservation investment: Evidence from panel data," Journal of Public Economics, Elsevier, vol. 57(2), pages 201-217, June.
    9. William N. Evans & Robert M. Schwab, 1995. "Finishing High School and Starting College: Do Catholic Schools Make a Difference?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(4), pages 941-974.
    10. Michael P. Murray, 2006. "Avoiding Invalid Instruments and Coping with Weak Instruments," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 111-132, Fall.
    11. John T. Gourville & Dilip Soman, 2005. "Overchoice and Assortment Type: When and Why Variety Backfires," Marketing Science, INFORMS, vol. 24(3), pages 382-395, July.
    12. Paul Diederen & Frank van Tongeren & Hennie van der Veen, 2003. "Returns on Investments in Energy-saving Technologies Under Energy Price Uncertainty in Dutch Greenhouse Horticulture," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 24(4), pages 379-394, April.
    13. Shlomo Benartzi & Richard Thaler, 2007. "Heuristics and Biases in Retirement Savings Behavior," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 81-104, Summer.
    14. Marcelo Olivares & Gérard P. Cachon, 2009. "Competing Retailers and Inventory: An Empirical Investigation of General Motors' Dealerships in Isolated U.S. Markets," Management Science, INFORMS, vol. 55(9), pages 1586-1604, September.
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