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Impact of input substitution and output transformation on data envelopment analysis decisions

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Listed:
  • Darold Barnum
  • Jason Coupet
  • John Gleason
  • Abagail McWilliams
  • Annaleena Parhankangas
Abstract
Data envelopment analysis (DEA) can aid managerial decision-making because it offers an opportunity to measure organizational performance in a holistic manner, aggregating data from partial indicators into a single comprehensive measure. However, there are some methodological hazards associated with the use of DEA that are especially relevant to managerial decisions, but which have been largely ignored in the literature. Herein, we identify and show the impact of a ubiquitous methodological hazard in DEA modelling – the economic assumptions regarding input substitutions and output transformations.

Suggested Citation

  • Darold Barnum & Jason Coupet & John Gleason & Abagail McWilliams & Annaleena Parhankangas, 2017. "Impact of input substitution and output transformation on data envelopment analysis decisions," Applied Economics, Taylor & Francis Journals, vol. 49(15), pages 1543-1556, March.
    • Handle: RePEc:taf:applec:v:49:y:2017:i:15:p:1543-1556
    DOI: 10.1080/00036846.2016.1221042
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    Cited by:

    1. De Witte, Kristof & Schiltz, Fritz, 2018. "Measuring and explaining organizational effectiveness of school districts: Evidence from a robust and conditional Benefit-of-the-Doubt approach," European Journal of Operational Research, Elsevier, vol. 267(3), pages 1172-1181.
    2. Jason Coupet & Yuhao Ba, 2022. "Benchmarking university technology transfer performance with external research funding: a stochastic frontier analysis," The Journal of Technology Transfer, Springer, vol. 47(2), pages 605-620, April.
    3. Lukáš Melecký & Michaela Staníčková & Jana Hančlová, 2019. "Nonparametric Approach to Evaluation of Economic and Social Development in the EU28 Member States by DEA Efficiency," JRFM, MDPI, vol. 12(2), pages 1-34, April.
    4. Xun Zhou & Timo Kuosmanen, 2024. "Axiomatic modeling of fixed proportion technologies," Papers 2404.12462, arXiv.org.
    5. Güner, Samet & İbrahim Cebeci, Halil, 2021. "Multi-period efficiency analysis of major European and Asian airports under fixed proportion technologies," Transport Policy, Elsevier, vol. 107(C), pages 24-42.
    6. Wang, Yizhong & Jeong, Sujong & Hang, Ye & Wang, Qunwei, 2024. "Multi-sector environmental efficiency and productivity: A general Leontief optimization method," Omega, Elsevier, vol. 126(C).
    7. Güner, Samet & Seçkin Codal, Keziban, 2024. "Airport productivity and network centrality in the pandemic outbreak: Lessons from the Turkish airports," Journal of Air Transport Management, Elsevier, vol. 115(C).

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