Efficiency Assessment with Data Envelopment Analysis for Benchmarking Fitness Center Business Performance in Thailand
DOI:
https://doi.org/10.58837/CHULA.CBSJ.45.2.1Keywords:
Data Envelopment Analysis, Benchmarking, Fitness Industry, Sport Marketing, Performance MeasurementAbstract
The fitness center business (FCB) in Thailand has experienced increasing market value and economic impacts to the sports industry over the last years. Despite the fact that sports marketers often enhance competitiveness by increasing investments through various marketing strategies, efficiency has never been assessed. Data envelopment analysis (DEA) and Tobit regression model were first applied in FCBs for benchmarking their efficiency, which helps entrepreneurs, marketers, and scholars to fulfill the management gap to investigate influential marketing factors affecting FCB performance. Sixty FCBs in Thailand were qualified in the inclusion criteria to be decision-making units (DMU). The average efficiency score of DMUs is 0.9468, which is consistent with empirical data showing that they survived the COVID-19 pandemic. Personal trainer standards, product development, atmosphere, and interior decoration are significant influential marketing factors that affect FCB performance. Entrepreneurs and marketers should adopt personal trainers into their marketing strategies to drive FCB performance.
References
Alnafrah, I. (2021). Efficiency evaluation of BRICS’s national innovation systems based on bias-corrected network data envelopment analysis. Journal of Innovation and Entrepreneurship, 10(26), 1-28. https://doi.org/10.1186/s13731-021-00159-3
Assaf, A. G., & Agbola, F. W. (2011). Modelling the performance of Australian hotels: A DEA double bootstrap approach. Tourism Economics, 17(1), 73-89. https://doi.org/10.5367/te.2011.0027
Assaf, A. G., Barros, C. P., & Josiassen, A. (2010). Hotel efficiency: A bootstrapped metafrontier appraoch. International Journal of Hospitality Management, 29(3), 468-475. https://doi.org/10.1016/j.ijhm.2009.10.020
Bhat, Z. U. H., Sultana, D., & Dar, Q. F. (2019). A comprehensive review of data envelopment analysis (DEA) in sports. Journal of Sports Economics & Management, 9(2), 82-109.
Boodpand, N., Hirunyakarn, T., Konegprasad, T., Seammai, N., Mahasarod, N., Moenpho, S. and Satongkom, T. (2020). Factor affecting commitments of fitness group business customer in Bangkok case: We Fitness Society, Fitness First, Virgin Active. SAU Journal of Social Sciences & Humanities, 4(1), 41-51.
Boonjom, W., & Theeranuphattana, A. (2016). Development of model for assessing bank branch efficiency through balance scorecard framework and data envelopment analysis. Journal of Business Administration, 39(151), 24-47. https://doi.org/10.14456/jba.2016.12
Bowlin, W. F. (1998). Measuring performance: An introduction to data envelopment analysis (DEA). The Journal of Cost Analysis, 15(2), 3-27. https://doi.org/10.1080/08823871.1998.10462318
Chankuna, D. (2018). Confirmatory factor analysis of effective fitness centers in Bangkok metropolitan region. Academic Journal Institute of Physical Education, 10(1), 65-76.
Chankuna, D. (2020). Structural equation model of effective fitness centers in Bangkok metropolitan and vicinity region. Academic Journal of Thailand National Sports University, 12(1), 85-96.
Chankuna, D., & Amphai, P. (2022). Digital marketing on Facebook fanpage of Thai sports industry clusters during Tokyo 2020 Olympic Games. MUT Journal of Business Administration, 18(2), 114-129.
Chankuna, D., & Khositdham, P. (2020). Social benefits model of sports city in Chon Buri. Journal of Faculty of Physical Education, 23(2), 14-24.
Chankuna, D., & Sriboon, N. (2022). Fitness center marketing in Thailand: Antecedents and consequences of COVID-19 pandemic. In R. M. Crabtree & J. J. Zhang (Eds.), Sport Marketing in a Global Environment: Strategic Perspectives (pp. 34-50). Routledge. https://doi.org/10.4324/9781003270041-3
Chankuna, D., & Sukwong, T. (2018). 8Ps marketing mix strategy in fitness business. Science Journal, 28(3), 37-44.
Chankuna, D., Chanthonsarasom, A., Inchana, K., Sukdee, T., & Sriboon, N. (2021). Impact of COVID-19 on sport industry in Thailand. Academic Journal of Thailand National Sports University, 13(2), 263-276.
Chaiwuttisak, P. (2018). Efficiency assessment of football clubs in Thai Premier League using the Data Envelopment Analysis (DEA) with ranking efficiency. Thai Science and Technology Journal, 27(1), 15-26. https://doi.org/10.14456/tstj.2019.2
Coelli, T. J., Rao, D. S. P., O’Donnell, C. J., & Battese, G. E. (2005) An introduction to efficiency and productivity analysis, Springer, New York. https://doi.org/10.1007/b136381
Cooper, W. W., Ruiz, L., & Sirvent, I. (2009). Selecting non-zero weights to evaluate effectiveness of basketball players with DEA. European Journal of Operational Research, 195(2), 563-574.
DellaVigna, S., & Malmendier, U. (2006). Paying not to go to the gym. American Economic Review, 96(3), 694-719. https://doi.org/10.1257/aer.96.3.694
Department of Business Development. (2019, October 30). Fitness business: business analysis article in May 2019. https://www.dbd.go.th/download/document_file/Statisic/ 2562/T26/T26_201905.pdf
DBD DataWarehouse. (2021, May 1). Juristic person information. https://datawarehouse.dbd. go.th/searchJuristicInfo/s/fin
Durongdumrongchai, T., Nitiwattana, C., & Thongchum, M. (2019). Service quality influencing on loyalty in context of fitness center: a conceptual model and propositions. Journal of Humanities and Social Science Thonburi University, 13(3), 108-119.
Farrell, M. J. (1957). The measurement of productive efficiency. Journal of the Royal Statistical Society, 120(3), 253-281.
Lerdchairat, N., & Keawpromman, C. (2020). Marketing mix factors and psychological factors affecting 24 hours fitness center service decision of working age consumers in Bangkok metropolitan. Journal of the Association of Researchers, 25(2), 345-360.
Lovelock, C., & Wirtz, J. (2007). Services marketing: People, technology, and strategy. Pearson Prentice Hall.
Miragaia, D. A. M., & Constatino, M. S. (2019). Topics and research trends of health clubs management: Will innovation be part of the fitness industry research interest?. International Journal of Sport Management and Marketing, 19(1/2), 129-146. https://doi.org/10.1504/IJSMM.2019.10018031
O’Donnell, C. J., Rao, D. S., & Battese, G. E. (2008). Metafrontier framework for the study on firm-level efficiencies and technology ratios. Empirical Economics, 34(2), 231-255. https://doi.org/10.1007/s00181-007-0119-4
Phanthanwatkoson, P. (2016). The arrangement of usable areas within fitness center: A case study of the fitness club at Promenade, Bangkok. Veridian E-Journal, Silpakorn University, 9(2), 2009-2024.
Rousseeuw, P. J., & Leroy, A. M. (1987). Robust regression and outlier detection. John Wiley & Sons.
Rust, R. T., Ambler, T., Carpenter, G. S., Kumar, V., & Srivastava, R. K. (2004). Measuring marketing productivity: Current knowledge and future directions. Journal of Marketing, 68(4), 76-89.
Sangkaew, N., & Phucharoen, C. (2018). The performance analysis of hotels in various destinations across Thailand. Chulalongkorn Business Review, 40(3), 49-78. https://doi.org/10.14456/cbsr.2018.14
Scott, J. (2006). Documentary research. Sage.
Sukwong, T., Sriramatr, S., & Chankuna, D. (2021). Factors affecting exercise behavior and fat mass to fat-free mass ratio of the personal trainers. Journal of Behavioral Science for Development, 13(1), 61-79.
Sherman, D., & Gold, F. (1985). Branch operating efficiency: Evaluation with data envelopment analysis. Journal of Banking and Finance, 9(2), 297-315. https://doi.org/10.1016/0378-4266(85)90025-1
Tawesaengskulthai, N., Kittikowit, S., Saengchot, K., Chokesuwattanaskul, P., Dumrongvute, P., Koiwanit, J., Chatmarathong, A., Sathaworawong, P., & Jirachai, P. (2021). Innovation-Driven Enterprises Investment Ecosystem: Accelerating Thailand Scale-Up Nation 2030. Office of National Higher Education Science Research and Innovation Policy Council (NXPO).
Thanabordeekij, P. (2018). The influence of perceived service quality on fitness membership renewal of XYZ fitness. Journal of Management Science, 5(2), 67-84.
Tone, K. (2001). A slack-based measure of efficiency in data envelopment analysis. European Journal of Operational Research, 130(3), 498-509. https://doi.org/10.1016/S0377-2217(99)00407-5
Tran, N., P., & Vo, D. H. (2020). Human capital efficiency and firm performance across sectors in an emerging market. Cogent Business & Management, 7(1), 1-15. https://doi.org/10.1080/23311975.2020.1738832
Unthong, A. (2009). The bias in the DEA two-stage method. Kasetsart University Journal, 16(1), 38-53.
Untong, A., Khureathai, P., & Kaosa-ard, M. (2011). The operational efficiencies of the hotel and guesthouse business in Thailand. Applied Economics Journal, 18(1), 44-63.
Walraven, M., Koning, R., Bijmolt, T. H. A., & Los, B. (2016). Benchmarking sport sponsorship performance: Efficiency assessment with data envelopment analysis. Journal of Sport Management, 30(4), 411-426. https://doi.org/10.1123/jsm.2015-0117
Won, Y. J., & Kyoungho, C. (2018). Factors influencing choice when enrolling at a fitness center. Social Behavior and Personality: An International Journal, 46(6), 1043-1056. https://doi.org/10.2224/sbp.7104
Yimruthai, F., & Somsuk, N. (2017). Performance measurement of aircraft movement operation in the medium-sized airport’s airside areas using Data Envelopment Analysis (DEA) technique. EAU Heritage Journal Science and Technology, 11(3), 173-183.
Yumadeen, F., & Kaewkhiew, K. (2019). Service marketing factor and service quality affecting consumer decision making behavior in using fitness center service in Chumphon metropolitan area. Electronic Journal of Open and Distance Innovative Learning, 9(2), 53-64.
Zutter, C., & Smart, B. (2019). Principles of managerial finance. Upper Saddle River.
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