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Managerial Biases and Energy Savings: An Empirical Analysis of the Adoption of Process Improvement Recommendations


Suresh Muthulingam


Cornell University - Samuel Curtis Johnson Graduate School of Management

Charles J. Corbett


University of California, Los Angeles - Anderson School of Business

Shlomo Benartzi


University of California at Los Angeles

Bohdan Oppenheim


affiliation not provided to SSRN

February 16, 2009


Abstract:     
We investigate the adoption and non-adoption of energy efficiency initiatives using a database of over 100,000 recommendations provided to more than 13,000 small and medium sized manufacturing firms. Even though the average payback across all recommendations is just over one year, many of these profitable opportunities are not implemented. Using a probit instrumental variable model, we identify four biases in the adoption of these recommendations. First, managers are myopic as they miss out on many profitable opportunities. Second, managers are more influenced by upfront costs than by net benefits when evaluating such initiatives. Third, adoption of a recommendation depends not only on its characteristics but also on the sequence in which the recommendations are presented. Adoption rates are higher for initiatives appearing early in a list of recommendations. Finally, adoption is not influenced by the number of options provided to decision makers. This contributes to the debate about whether or not choice overload occurs. We highlight decision biases previously unobserved in the Operations Management literature using field data rather than experimental data. We draw implications for enhancing adoption of energy efficiency initiatives and for other decision contexts where a collection of process improvement recommendations are made to firms.

Number of Pages in PDF File: 31

Keywords: Process Improvement, Energy Efficiency, Decision Bias, Adoption, Environment, Behavioral Operations

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Date posted: February 21, 2009  

Suggested Citation

Muthulingam, Suresh, Corbett, Charles J., Benartzi, Shlomo and Oppenheim, Bohdan, Managerial Biases and Energy Savings: An Empirical Analysis of the Adoption of Process Improvement Recommendations (February 16, 2009). Available at SSRN: http://ssrn.com/abstract=1347150 or http://dx.doi.org/10.2139/ssrn.1347150

Contact Information

Suresh Muthulingam (Contact Author)
Cornell University - Samuel Curtis Johnson Graduate School of Management ( email )
Ithaca, NY 14853
United States

Charles J. Corbett
University of California, Los Angeles - Anderson School of Business ( email )
110 Westwood Plaza
Los Angeles, CA 90095-1481
United States
Shlomo Benartzi
University of California at Los Angeles ( email )
D410 Anderson Complex
Los Angeles, CA 90095-1481
United States
310-206-9939 (Phone)
310-267-2193 (Fax)
Bohdan Oppenheim
affiliation not provided to SSRN ( email )
Feedback to SSRN (Beta)


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