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Applying Integrated Data Envelopment Analysis and Analytic Hierarchy Process to Measuring the Efficiency of Tourist Farms: The Case of Slovenia

Author

Listed:
  • Boris Prevolšek

    (Faculty of Tourism, University of Maribor, Cesta Prvih Borcev 36, 8250 Brežice, Slovenia)

  • Maja Borlinič Gačnik

    (Faculty of Tourism, University of Maribor, Cesta Prvih Borcev 36, 8250 Brežice, Slovenia)

  • Črtomir Rozman

    (Faculty of Agriculture and Life Sciences, University of Maribor, Pivola 10, 2311 Hoče, Slovenia)

Abstract

This paper examines the efficiency of tourist farms in Slovenia by adopting an approach using a framework of non-parametric programming—Data Envelopment Analysis (DEA) and Analytic Hierarchy Process (AHP), combining the two because the DEA analysis by itself does not take into account all attributes, especially qualitative ones. The beforementioned two methods rank the farm tourism units with respect to their efficiency. By using the DEA method, an input- and output-oriented BCC and CCR model were introduced to upgrade the criteria by including the additional non-numerical criteria of the AHP. The results of the models showed that there are possible improvements on all levels of efficiency, as well as on the criteria of the additional offer of tourist farms, which were analyzed in the AHP model with additional criteria. According to the estimated efficiency, the ranking of tourist farms differed according to the two methods. Within the group of farms assessed as efficient by DEA, the AHP model allowed a more accurate ranking.

Suggested Citation

  • Boris Prevolšek & Maja Borlinič Gačnik & Črtomir Rozman, 2023. "Applying Integrated Data Envelopment Analysis and Analytic Hierarchy Process to Measuring the Efficiency of Tourist Farms: The Case of Slovenia," Sustainability, MDPI, vol. 15(5), pages 1-18, February.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:5:p:4314-:d:1083273
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    References listed on IDEAS

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    1. Peter Bogetoft & Lars Otto, 2011. "Additional Topics in DEA," International Series in Operations Research & Management Science, in: Benchmarking with DEA, SFA, and R, chapter 0, pages 115-153, Springer.
    2. William W. Cooper & Lawrence M. Seiford & Joe Zhu (ed.), 2011. "Handbook on Data Envelopment Analysis," International Series in Operations Research and Management Science, Springer, number 978-1-4419-6151-8, March.
    3. Yang, Taho & Kuo, Chunwei, 2003. "A hierarchical AHP/DEA methodology for the facilities layout design problem," European Journal of Operational Research, Elsevier, vol. 147(1), pages 128-136, May.
    4. Barros, Carlos Pestana & Botti, Laurent & Peypoch, Nicolas & Robinot, Elisabeth & Solonandrasana, Bernardin & A., George Assaf, 2011. "Performance of French destinations: Tourism attraction perspectives," Tourism Management, Elsevier, vol. 32(1), pages 141-146.
    5. H. David Sherman & Joe Zhu, 2006. "Service Productivity Management," Springer Books, Springer, number 978-0-387-33231-4, December.
    6. Wen-Hsiang Lai & Nguyen Quang Vinh, 2013. "An application of AHP approach to investigate tourism promotional effectiveness," Tourism and Hospitality Management, University of Rijeka, Faculty of Tourism and Hospitality Management, vol. 19(1), pages 1-22, May.
    7. Sharon Hadad & Yossi Hadad & Miki Malul & Mosi Rosenboim, 2012. "The Economic Efficiency of the Tourism Industry: A Global Comparison," Tourism Economics, , vol. 18(5), pages 931-940, October.
    8. Yasuo Ohe, 2017. "Assessing Managerial Efficiency of Educational Tourism in Agriculture: Case of Dairy Farms in Japan," Sustainability, MDPI, vol. 9(11), pages 1-15, October.
    9. Tanja Planinc & Marko Kukanja, 2019. "Efficiency Analysis of Restaurants Operating in the Rural Areas: The Case of Slovenia," Academica Turistica - Tourism and Innovation Journal, University of Primorska Press, vol. 12(2), pages 133-145.
    10. Liu, John S. & Lu, Louis Y.Y. & Lu, Wen-Min & Lin, Bruce J.Y., 2013. "A survey of DEA applications," Omega, Elsevier, vol. 41(5), pages 893-902.
    11. Saaty, Thomas L. & Vargas, Luis G., 1987. "Uncertainty and rank order in the analytic hierarchy process," European Journal of Operational Research, Elsevier, vol. 32(1), pages 107-117, October.
    12. Lin, Ming-Ian & Lee, Yuan-Duen & Ho, Tsai-Neng, 2011. "Applying integrated DEA/AHP to evaluate the economic performance of local governments in China," European Journal of Operational Research, Elsevier, vol. 209(2), pages 129-140, March.
    13. Ho, William, 2008. "Integrated analytic hierarchy process and its applications - A literature review," European Journal of Operational Research, Elsevier, vol. 186(1), pages 211-228, April.
    14. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    15. Tew, Christine & Barbieri, Carla, 2012. "The perceived benefits of agritourism: The provider’s perspective," Tourism Management, Elsevier, vol. 33(1), pages 215-224.
    16. Peter Bogetoft & Lars Otto, 2011. "Benchmarking with DEA, SFA, and R," International Series in Operations Research and Management Science, Springer, number 978-1-4419-7961-2, March.
    17. Keh, Hean Tat & Chu, Singfat & Xu, Jiye, 2006. "Efficiency, effectiveness and productivity of marketing in services," European Journal of Operational Research, Elsevier, vol. 170(1), pages 265-276, April.
    18. Saaty, Thomas L., 1990. "How to make a decision: The analytic hierarchy process," European Journal of Operational Research, Elsevier, vol. 48(1), pages 9-26, September.
    19. Madlener, Reinhard & Antunes, Carlos Henggeler & Dias, Luis C., 2009. "Assessing the performance of biogas plants with multi-criteria and data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 197(3), pages 1084-1094, September.
    20. Brunella Arru & Roberto Furesi & Fabio A. Madau & Pietro Pulina, 2019. "Recreational Services Provision and Farm Diversification: A Technical Efficiency Analysis on Italian Agritourism," Agriculture, MDPI, vol. 9(2), pages 1-15, February.
    21. Tim Coelli & Ludwig Lauwers & Guido Huylenbroeck, 2007. "Environmental efficiency measurement and the materials balance condition," Journal of Productivity Analysis, Springer, vol. 28(1), pages 3-12, October.
    22. Park, Duk-Byeong & Doh, Kyung-Rok & Kim, Kyung-Hee, 2014. "Successful managerial behaviour for farm-based tourism: A functional approach," Tourism Management, Elsevier, vol. 45(C), pages 201-210.
    23. Takamura, Yoshiharu & Tone, Kaoru, 2003. "A comparative site evaluation study for relocating Japanese government agencies out of Tokyo," Socio-Economic Planning Sciences, Elsevier, vol. 37(2), pages 85-102, June.
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