IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v67y2014i6p1249-1256.html
   My bibliography  Save this article

Measuring firm performance: Bayesian estimates with good and bad outputs

Author

Listed:
  • Assaf, A. George
  • Josiassen, Alexander
  • Gillen, David

Abstract

Set in the airport industry, this paper measures firm performance using both desirable and bad outputs (i.e. airport delays). We first estimate a model that does not include the bad outputs and then a model that includes bad outputs. The results show important differences in the efficiency and productivity results depending on whether bad outputs are or are not included in the model. The differences reflect the resource cost to society and the potential cost to an airport if such externalities were internalized. Finally, the paper provides measures of shadow prices for the bad output, in our case airport delay, and discusses the results in terms of several interesting trends affecting US airports.

Suggested Citation

  • Assaf, A. George & Josiassen, Alexander & Gillen, David, 2014. "Measuring firm performance: Bayesian estimates with good and bad outputs," Journal of Business Research, Elsevier, vol. 67(6), pages 1249-1256.
    • Handle: RePEc:eee:jbrese:v:67:y:2014:i:6:p:1249-1256
    DOI: 10.1016/j.jbusres.2013.04.005
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296313001513
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbusres.2013.04.005?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Adler, Nicole & Berechman, Joseph, 2001. "Measuring airport quality from the airlines' viewpoint: an application of data envelopment analysis," Transport Policy, Elsevier, vol. 8(3), pages 171-181, July.
    2. Zhang, Wei David & Zhang, Shuo & Luo, Xueming, 2006. "Technological progress, inefficiency, and productivity growth in the US securities industry, 1980-2000," Journal of Business Research, Elsevier, vol. 59(5), pages 589-594, May.
    3. Oum, Tae H. & Yan, Jia & Yu, Chunyan, 2008. "Ownership forms matter for airport efficiency: A stochastic frontier investigation of worldwide airports," Journal of Urban Economics, Elsevier, vol. 64(2), pages 422-435, September.
    4. Oum, Tae Hoon & Yu, Chunyan, 2004. "Measuring airports' operating efficiency: a summary of the 2003 ATRS global airport benchmarking report," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 40(6), pages 515-532, November.
    5. Naveen Khanna & Sheri Tice, 2001. "The Bright Side of Internal Capital Markets," Journal of Finance, American Finance Association, vol. 56(4), pages 1489-1528, August.
    6. Abrate, Graziano & Erbetta, Fabrizio, 2010. "Efficiency and patterns of service mix in airport companies: An input distance function approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(5), pages 693-708, September.
    7. Oum, Tae Hoon & Yu, Chunyan & Fu, Xiaowen, 2003. "A comparative analysis of productivity performance of the world's major airports: summary report of the ATRS global airport benchmarking research report—2002," Journal of Air Transport Management, Elsevier, vol. 9(5), pages 285-297.
    8. Assaf, A., 2009. "Accounting for size in efficiency comparisons of airports," Journal of Air Transport Management, Elsevier, vol. 15(5), pages 256-258.
    9. Fung, Michael Ka Yiu & Wan, Ken Kai Hong & Hui, Yer Van & Law, Japhet Sebastian, 2008. "Productivity changes in Chinese airports 1995-2004," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 44(3), pages 521-542, May.
    10. Fernandes, Elton & Pacheco, R. R., 2002. "Efficient use of airport capacity," Transportation Research Part A: Policy and Practice, Elsevier, vol. 36(3), pages 225-238, March.
    11. Atkinson, Scott E. & Dorfman, Jeffrey H., 2005. "Bayesian measurement of productivity and efficiency in the presence of undesirable outputs: crediting electric utilities for reducing air pollution," Journal of Econometrics, Elsevier, vol. 126(2), pages 445-468, June.
    12. Gillen, David & Lall, Ashish, 1997. "Developing measures of airport productivity and performance: an application of data envelopment analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 33(4), pages 261-273, December.
    13. Yu, Ming-Miin, 2004. "Measuring physical efficiency of domestic airports in Taiwan with undesirable outputs and environmental factors," Journal of Air Transport Management, Elsevier, vol. 10(5), pages 295-303.
    14. Georges Assaf, A. & Gillen, David, 2012. "Measuring the joint impact of governance form and economic regulation on airport efficiency," European Journal of Operational Research, Elsevier, vol. 220(1), pages 187-198.
    15. Maxham, James III, 2001. "Service recovery's influence on consumer satisfaction, positive word-of-mouth, and purchase intentions," Journal of Business Research, Elsevier, vol. 54(1), pages 11-24, October.
    16. Pestana Barros, Carlos & Dieke, Peter U.C., 2007. "Performance evaluation of Italian airports: A data envelopment analysis," Journal of Air Transport Management, Elsevier, vol. 13(4), pages 184-191.
    17. Barros, Carlos Pestana & Dieke, Peter U.C., 2008. "Measuring the economic efficiency of airports: A Simar-Wilson methodology analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 44(6), pages 1039-1051, November.
    18. Pels, Eric & Nijkamp, Peter & Rietveld, Piet, 2001. "Relative efficiency of European airports," Transport Policy, Elsevier, vol. 8(3), pages 183-192, July.
    19. Bazargan, Massoud & Vasigh, Bijan, 2003. "Size versus efficiency: a case study of US commercial airports," Journal of Air Transport Management, Elsevier, vol. 9(3), pages 187-193.
    20. Malcolm Abbott & Su Wu, 2002. "Total Factor Productivity and Efficiency of Australian Airports," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 35(3), pages 244-260, September.
    21. Gustafsson, Anders, 2009. "Customer satisfaction with service recovery," Journal of Business Research, Elsevier, vol. 62(11), pages 1220-1222, November.
    22. Tan, Justin & Wang, Liang, 2010. "Flexibility-efficiency tradeoff and performance implications among Chinese SOEs," Journal of Business Research, Elsevier, vol. 63(4), pages 356-362, April.
    23. Pels, Eric & Nijkamp, Peter & Rietveld, Piet, 2003. "Inefficiencies and scale economies of European airport operations," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 39(5), pages 341-361, September.
    24. Haugland, Sven A. & Myrtveit, Ingunn & Nygaard, Arne, 2007. "Market orientation and performance in the service industry: A data envelopment analysis," Journal of Business Research, Elsevier, vol. 60(11), pages 1191-1197, November.
    25. Oum, Tae Hoon & Yu, Chunyan, 2004. "Airport Performance: A Summary of the 2003 ATRS Global Airport Benchmarking Report," 45th Annual Transportation Research Forum, Evanston, Illinois, March 21-23, 2004 208226, Transportation Research Forum.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Huang, Fei & Zhou, Dequn & Hu, Jin-Li & Wang, Qunwei, 2020. "Integrated airline productivity performance evaluation with CO2 emissions and flight delays," Journal of Air Transport Management, Elsevier, vol. 84(C).
    2. Lall, Ashish, 2018. "Delays in the New York City metroplex," Transportation Research Part A: Policy and Practice, Elsevier, vol. 114(PA), pages 139-153.
    3. Smith, Andrew S.J. & Ojeda Cabral, Manuel, 2022. "Is higher quality always costly? Marginal costs of quality: Theory and application to railway punctuality," Transportation Research Part A: Policy and Practice, Elsevier, vol. 157(C), pages 258-273.
    4. Merkert, Rico & Assaf, A. George, 2015. "Using DEA models to jointly estimate service quality perception and profitability – Evidence from international airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 75(C), pages 42-50.
    5. Tsionas, Mike G. & Chen, Zhongfei & Wanke, Peter, 2017. "A structural vector autoregressive model of technical efficiency and delays with an application to Chinese airlines," Transportation Research Part A: Policy and Practice, Elsevier, vol. 101(C), pages 1-10.
    6. Link, Heike, 2019. "The impact of including service quality into efficiency analysis: The case of franchising regional rail passenger serves in Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 119(C), pages 284-300.
    7. Bezerra, George C.L. & Gomes, Carlos F., 2018. "Performance measurement practices in airports: Multidimensionality and utilization patterns," Journal of Air Transport Management, Elsevier, vol. 70(C), pages 113-125.
    8. Sami Ben Jabeur & Rabi Belhaj Hassine & Salma Mefteh‐Wali, 2021. "Firm financial performance during the financial crisis: A French case study," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 2800-2812, April.
    9. Louhichi, Awatef & Boujelbene, Younes, 2020. "Credit risk pricing and the rationality of lending decision-making within dual banking systems: A parametric approach," Economic Systems, Elsevier, vol. 44(1).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Adler, Nicole & Ülkü, Tolga & Yazhemsky, Ekaterina, 2013. "Small regional airport sustainability: Lessons from benchmarking," Journal of Air Transport Management, Elsevier, vol. 33(C), pages 22-31.
    2. Assaf, A. George & Gillen, David & Barros, Carlos, 2012. "Performance assessment of UK airports: Evidence from a Bayesian dynamic frontier model," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(3), pages 603-615.
    3. Voltes-Dorta, Augusto & Pagliari, Romano, 2012. "The impact of recession on airports' cost efficiency," Transport Policy, Elsevier, vol. 24(C), pages 211-222.
    4. 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.
    5. Tae Hoon Oum & Katsuhiro Yamaguchi & Yuichiro Yoshida, 2011. "Efficiency Measurement Theory and its Application to Airport Benchmarking," Chapters, in: André de Palma & Robin Lindsey & Emile Quinet & Roger Vickerman (ed.), A Handbook of Transport Economics, chapter 13, Edward Elgar Publishing.
    6. Vogel, Hans-Arthur & Graham, Anne, 2013. "Devising airport groupings for financial benchmarking," Journal of Air Transport Management, Elsevier, vol. 30(C), pages 32-38.
    7. Huynh, Triet Minh & Kim, Gyuseung & Ha, Hun-Koo, 2020. "Comparative analysis of efficiency for major Southeast Asia airports: A two-stage approach," Journal of Air Transport Management, Elsevier, vol. 89(C).
    8. Fernández, Xose Luis & Gundelfinger, Javier & Coto-Millán, Pablo, 2022. "The impact of logistics and intermodality on airport efficiency," Transport Policy, Elsevier, vol. 124(C), pages 233-239.
    9. Paraschi, Elen Paraskevi & Georgopoulos, Antonios & Papatheodorou, Andreas, 2020. "Abiotic determinants of airport performance: Insights from a global survey," Transport Policy, Elsevier, vol. 85(C), pages 33-53.
    10. Abbott, Malcolm, 2015. "Reform and efficiency of New Zealand's airports," Utilities Policy, Elsevier, vol. 36(C), pages 1-9.
    11. Tovar, Beatriz & Martín-Cejas, Roberto Rendeiro, 2009. "Are outsourcing and non-aeronautical revenues important drivers in the efficiency of Spanish airports?," Journal of Air Transport Management, Elsevier, vol. 15(5), pages 217-220.
    12. Wang, Zhanwei & Song, Woon-Kyung, 2020. "Sustainable airport development with performance evaluation forecasts: A case study of 12 Asian airports," Journal of Air Transport Management, Elsevier, vol. 89(C).
    13. Zou, Bo & Kafle, Nabin & Chang, Young-Tae & Park, Kevin, 2015. "US airport financial reform and its implications for airport efficiency: An exploratory investigation," Journal of Air Transport Management, Elsevier, vol. 47(C), pages 66-78.
    14. Gutiérrez, Ester & Lozano, Sebastián, 2016. "Efficiency assessment and output maximization possibilities of European small and medium sized airports," Research in Transportation Economics, Elsevier, vol. 56(C), pages 3-14.
    15. Liu, Dan, 2016. "Measuring aeronautical service efficiency and commercial service efficiency of East Asia airport companies: An application of Network Data Envelopment Analysis," Journal of Air Transport Management, Elsevier, vol. 52(C), pages 11-22.
    16. Martini, Gianmaria & Manello, Alessandro & Scotti, Davide, 2013. "The influence of fleet mix, ownership and LCCs on airports’ technical/environmental efficiency," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 50(C), pages 37-52.
    17. Kaya, Gizem & Aydın, Umut & Karadayı, Melis Almula & Ülengin, Füsun & Ülengin, Burç & İçken, Ayhan, 2022. "Integrated methodology for evaluating the efficiency of airports: A case study in Turkey," Transport Policy, Elsevier, vol. 127(C), pages 31-47.
    18. Gitto, Simone & Mancuso, Paolo, 2012. "Bootstrapping the Malmquist indexes for Italian airports," International Journal of Production Economics, Elsevier, vol. 135(1), pages 403-411.
    19. Myung Je Lee & Changhee Kim, 2018. "A network DEA aeronautical and non-aeronautical production model: an application to South Korea airports," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 7(1), pages 1-12, December.
    20. Randrianarisoa, Laingo Manitra & Bolduc, Denis & Choo, Yap Yin & Oum, Tae Hoon & Yan, Jia, 2015. "Effects of corruption on efficiency of the European airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 79(C), pages 65-83.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbrese:v:67:y:2014:i:6:p:1249-1256. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbusres .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.