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The estimation and decomposition of tourism productivity

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  • Assaf, A. George
  • Tsionas, Mike

Abstract

This paper estimates a total factor productivity index that allows for a rich decomposition of productivity in the tourism industry. We account for two important characteristics: First, the heterogeneity between multiple tourism destinations, and second, the potential endogeneity in inputs. Importantly we develop our index at the macro level, focusing on cross-country comparisons. Using the Bayesian approach, we test the performance of the model across various priors. We rank tourism destinations based on their tourism productivity and discuss the main sources of productivity growth. We also provide long-run productivity measures and discuss the importance of distinguishing between short-run and long-run productivity measures for future performance improvement strategies.

Suggested Citation

  • Assaf, A. George & Tsionas, Mike, 2018. "The estimation and decomposition of tourism productivity," Tourism Management, Elsevier, vol. 65(C), pages 131-142.
  • Handle: RePEc:eee:touman:v:65:y:2018:i:c:p:131-142
    DOI: 10.1016/j.tourman.2017.09.004
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    1. Caselli, Francesco, 2005. "Accounting for Cross-Country Income Differences," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 9, pages 679-741, Elsevier.
    2. 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.
    3. Subal Kumbhakar & M. Denny & M. Fuss, 2000. "Estimation and decomposition of productivity change when production is not efficient: a paneldata approach," Econometric Reviews, Taylor & Francis Journals, vol. 19(4), pages 312-320.
    4. Goncalves, Olga, 2013. "Efficiency and productivity of French ski resorts," Tourism Management, Elsevier, vol. 36(C), pages 650-657.
    5. Barros, Carlos P. & Guironnet, Jean-Pascal & Peypoch, Nicolas, 2011. "Productivity growth and biased technical change in French higher education," Economic Modelling, Elsevier, vol. 28(1-2), pages 641-646, January.
    6. Mike G. Tsionas, 2016. "Alternative Bayesian compression in Vector Autoregressions and related models," Working Papers 216, Bank of Greece.
    7. Maria Francesca Cracolici & Peter Nijkamp & Piet Rietveld, 2008. "Assessment of Tourism Competitiveness by Analysing Destination Efficiency," Tourism Economics, , vol. 14(2), pages 325-342, June.
    8. Valentina Bosetti & Mariaester Cassinelli & Alessandro Lanza, 2007. "Benchmarking in Tourism Destinations; Keeping in Mind the Sustainable Paradigm," Springer Books, in: Álvaro Matias & Peter Nijkamp & Paulo Neto (ed.), Advances in Modern Tourism Research, chapter 0, pages 165-180, Springer.
    9. Rajarshi Guhaniyogi & David B. Dunson, 2015. "Bayesian Compressed Regression," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1500-1514, December.
    10. Maria Francesca Cracolici & Peter Nijkamp & Miranda Cuffaro, 2007. "Efficiency and Productivity of Italian Tourist Destinations: A Quantitative Estimation Based on Data Envelopment Analysis and the Malmquist Method," Springer Books, in: Álvaro Matias & Peter Nijkamp & Paulo Neto (ed.), Advances in Modern Tourism Research, chapter 0, pages 325-343, Springer.
    11. Luis Orea, 2002. "Parametric Decomposition of a Generalized Malmquist Productivity Index," Journal of Productivity Analysis, Springer, vol. 18(1), pages 5-22, July.
    12. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 5266, London School of Economics and Political Science, LSE Library.
    13. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    14. Nicolas Peypoch & Bernardin Solonandrasana, 2008. "Aggregate Efficiency and Productivity Analysis in the Tourism Industry," Tourism Economics, , vol. 14(1), pages 45-56, March.
    15. A. George Assaf & Larry Dwyer, 2013. "Benchmarking International Tourism Destinations," Tourism Economics, , vol. 19(6), pages 1233-1247, December.
    16. Briec, Walter & Peypoch, Nicolas & Ratsimbanierana, Hermann, 2011. "Productivity growth and biased technological change in hydroelectric dams," Energy Economics, Elsevier, vol. 33(5), pages 853-858, September.
    17. Assaf, A. George & Tsionas, Efthymios G., 2015. "Incorporating destination quality into the measurement of tourism performance: A Bayesian approach," Tourism Management, Elsevier, vol. 49(C), pages 58-71.
    18. Massimo Del Gatto & Adriana Di Liberto & Carmelo Petraglia, 2011. "Measuring Productivity," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 952-1008, December.
    19. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 3567, London School of Economics and Political Science, LSE Library.
    20. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    21. Tsionas, Efthymios G. & George Assaf, A., 2014. "Short-run and long-run performance of international tourism: Evidence from Bayesian dynamic models," Tourism Management, Elsevier, vol. 42(C), pages 22-36.
    22. Álvaro Matias & Peter Nijkamp & Paulo Neto (ed.), 2007. "Advances in Modern Tourism Research," Springer Books, Springer, number 978-3-7908-1718-8, June.
    23. Nazrul Islam, 2003. "Productivity Dynamics in a Large Sample of Countries: A Panel Study," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 49(2), pages 247-272, June.
    24. Carlos Barros & Fernando Alves, 2004. "Productivity in the tourism industry," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 10(3), pages 215-225, October.
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    6. Songsong Zhao & Tai Huang & Jianchao Xi, 2022. "Understanding the Evolution of Regional Tourism Efficiency: Through the Lens of Evolutionary Economic Geography," Sustainability, MDPI, vol. 14(17), pages 1-16, September.
    7. Abdul Rehman & Hengyun Ma & Muhammad Irfan & Munir Ahmad & Ousmane Traore, 2020. "Investigating the Influence of International Tourism in Pakistan and Its Linkage to Economic Growth: Evidence From ARDL Approach," SAGE Open, , vol. 10(2), pages 21582440209, June.
    8. Tiantian Guo & Jidong Wang & Chen Li, 2022. "Spatial–Temporal Evolution and Influencing Mechanism of Tourism Ecological Efficiency in China," Sustainability, MDPI, vol. 14(24), pages 1-16, December.
    9. Aurélie Corne & Olga Goncalves & Nicolas Peypoch, 2020. "Evaluating the performance drivers of French ski resorts: A hierarchical approach," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 41(3), pages 389-405, April.
    10. Liu, Anyu & Wu, Doris Chenguang, 2019. "Tourism productivity and economic growth," Annals of Tourism Research, Elsevier, vol. 76(C), pages 253-265.
    11. Federico Inchausti-Sintes & Ubay Pérez-Granja & José Juan Morales-Mohamed, 2021. "Analysing labour productivity and its economic consequences in the two Spanish tourist archipelagos," Tourism Economics, , vol. 27(5), pages 1039-1059, August.
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    13. Arpan Kumar Kar & Sunil Kumar & P. Vigneswara Ilavarasan, 2021. "Modelling the Service Experience Encounters Using User-Generated Content: A Text Mining Approach," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 22(4), pages 267-288, December.
    14. Zheng Wang & Jinhua Luo, 2024. "Evaluating the tourism green productivity and its driving factors in the context of climate change," Tourism Economics, , vol. 30(3), pages 655-679, May.
    15. Zhen Su & Joshua R. Aaron & William C. McDowell & Dan Dan Lu, 2019. "Sustainable Synergies between the Cultural and Tourism Industries: An Efficiency Evaluation Perspective," Sustainability, MDPI, vol. 11(23), pages 1-20, November.
    16. Larry Dwyer, 2022. "Productivity, Destination Performance, and Stakeholder Well-Being," Tourism and Hospitality, MDPI, vol. 3(3), pages 1-16, July.
    17. Obaid Ur Rehman & Xiaoxing Liu & Abdul Rauf & Mayada Ben Slama & Waqas Amin, 2020. "Internet tradition and tourism development: A causality analysis on BRI listed economies," Tourism Economics, , vol. 26(6), pages 926-957, September.
    18. Michael L Polemis & Panayiotis Tzeremes & Nickolaos G Tzeremes, 2023. "Hotels’ occupancy rates and convergence: Empirical evidence from the first pandemic wave," Tourism Economics, , vol. 29(2), pages 533-542, March.
    19. Assaf, A. George & Tsionas, Mike G., 2019. "A review of research into performance modeling in tourism research - Launching the Annals of Tourism Research curated collection on performance modeling in tourism research," Annals of Tourism Research, Elsevier, vol. 76(C), pages 266-277.
    20. Nickolaos G Tzeremes, 2019. "Hotel productivity: A robust Luenberger productivity indicator," Tourism Economics, , vol. 25(6), pages 987-996, September.

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