A hybrid MCDM model for personnel selection based on a novel Gray AHP, Gray MOORA and Gray MAUT methods in terms of business management: An application in the tourism sector

Authors

  • Emine GENÇ Department of International Trade and Logistics, Faculty of Economics and Administrative Sciences, Bartin University, Bartın, Turkey
  • Murat Kemal Keleş Department of Transportation Services, Keçiborlu Vocational School, Isparta University of Applied Sciences, Isparta, Turkey
  • Aşkın Özdağoğlu Department of Business Administration, Faculty of Business, Dokuz Eylul University, Buca, Izmir, Turkey

DOI:

https://doi.org/10.31181/jdaic10024122024g

Keywords:

Tourism Sector, Personnel Performance Evaluation, Human Resources Management, Gray AHP, Gray MOORA, Gray MAUT, Multi Criteria Decision Making (MCDM)

Abstract

Personnel selection and high performance of personnel are crucial in businesses operating in the tourism sector. In response to this important issue, an application was conducted in a local hotel operating in Bartın, Turkey. The study analyzed the performance of service personnel working in the restaurant section of the hotel. The Gray AHP, Gray MOORA, and Gray MAUT methods were used in the analyses. The weights of the evaluation criteria used to measure the performance of service employees were determined using the Gray AHP method. The study evaluated three main criteria and eleven sub-criteria. As a result of the analysis, it was concluded that the most effective criteria in evaluating the service personnel working in the hotel restaurant were “Diction - effective and eloquent speaking ability” and “Effective Communication - the ability to effectively use verbal and non-verbal communication skills” under the main criterion of “Personal Characteristics,” and “Experience - knowledge and experience gained by working in a business operating in the tourism sector” under the main criterion of “Professional Characteristics.” The performance of five personnel working in the hotel restaurant was ranked separately using Gray MOORA and Gray MAUT, with identical rankings obtained in both methods. The study is considered beneficial both for the hotel management where the application was conducted and for businesses engaged in local hotel management. This application also introduced a hybrid model to the literature, utilizing Gray AHP-based Gray MOORA and Gray MAUT methods together.

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References

Abdel-Basset, M., Gamal, A., Moustafa, N., Abdel-Monem, A., & El-Saber, N. (2021). A security-by-design decision-making model for risk management in autonomous vehicles. IEEE Access, 9, 107657-107679.

Akbaba, A., & Günlü, E. (2011). Evaluation of the employee recruitment, selection and training process in hotel businesses from a strategic human resources perspective: A research in five star hotels. The Journal of Social Economic Research, 11(22), 199-228.

Akyurt, H. (2019). Evaluation of Hotel Personnel Selection Criteria with Analytical Hierarchy Selection Methodology: Example of Giresun Province. BAD Journal of Social Sciences, 2019, 64-78.

Akyurt, H. (2021). Determination of Personnel Selection Criteria in Hotel Businesses with AHP Method: A Research on Ordu Province. Journal of Global Tourism and Technology Research, 2(2), 59-71.

Alhamad, H. E., & Al-Mandil, S. M. (2024). From intuition to optimization: A hybrid FAHP-MAUT model for informed R&D investment decision in mining. Mining, Metallurgy & Exploration, 41, 2457–2478.

Anafi, J., Khan, A. A., & Dong, K. (2023). Enhancing medical waste management using T-spherical fuzzy CRITIC-MAUT methodology. Journal of Green Economy and Low-Carbon Development, 2(3), 137-152.

Anderson, B. A., Provis, C., & Chappel, S. J. (2003). The selection and training of workers in the tourism and hospitality industries for the performance of emotional labour. Journal of Hospitality and Tourism Management, 10(1), 1-13.

Arslan, H. M., Durak, İ., & Köse, A. (2023). Determination of The Most Suitable Milking Machine with Macbeth and Gray Relational Analysis Methods. Duzce University Journal of Science and Technology, 11(4), 2022-2038

Aslan, S., & Dinçer, M. Z. (2017). Employee selection in small and medium sized hotel enterprises in Istanbul. International Journal of Management Economics and Busines, 13(13), 342-350.

Baležentis, A., Baležentis, T., & Brauers, W. (2012). Personnel selection based on computing with words and fuzzy MULTIMOORA. Expert Systems With Applications, 39(9), 7961-7967.

Bartın Culture. (2024). https://bartin.ktb.gov.tr/Eklenti/111250,bartin-ili-tesis-bilgileripdfpdf.pdf?0, Accessed, 10 January 2024.

Bartın Governorship. (2024). http://www.bartin.gov.tr/bartin-kultur---turizm, Accessed, 10 January 2024.

Başkaya Dazlak, B. (2019). Use of analytical hierarchy process in human resources procurement and selection and an application on hotels [Unpublished Master's thesis, Karabuk University, Institute of Social Sciences].

Bilgiçli, İ. (2010). Business Tourism Employment Agency in Turkey and the Importance of Istanbul Case [Unpublished Master's thesis, Sakarya University, Institute of Social Sciences].

Bilici, A. (2009). Stress management at accommodation businesses and Konya model [Unpublished Master's Thesis, Selçuk University Institute of Social Sciences].

Buhalis, D. (1998). Strategic use of information technologies in the tourism industry. Tourism Management, 19, 409–421.

Bunakov, O., Kolodyazhnaya, P., Fakhrutdinova, L., Eidelman, B., & Nayda, A. (2018). Features of personnel management in network hospitality enterprises on the example of Kazan city. Вісник Національної академії керівних кадрів культури і мистецтв, (1), 799-802.

Çavdar, H., & Çavdar, M. (2010). Employee finding and selected phases in business. Journal of Naval Science and Engineering, 6(1), 79-93.

Chakraborty, S., Raut, R. D., Rofin, T. M., & Chakraborty, S. (2024). Dynamic grey relational analysis-based supplier selection in a health-care unit. International Journal of Pharmaceutical and Healthcare Marketing. https://doi.org/10.1108/IJPHM-11-2023-0098

Chang, K. L. (2015). The use of a hybrid MCDM model for public relations personnel selection. Informatica, 26(3), 389-406.

Demir, G. (2021). Comparison of the Financial Performance of Turkish Cement Firms with Fuzzy SWARA-COPRAS-MAUT Methods. Gaziantep University Journal of Social Sciences, 20(4), 1875-1892.

Demir, G., Bircan, H., & Dündar, S. (2020). Measuring the Performance of Companies in the Private Pension System with Gray Relational Analysis and an Application. Manisa Celal Bayar Üniversitesi Sosyal Bilimler Dergisi, 18(2), 155-170.

Erdem, B., & Gezen, T. (2014). The examination of job advertisements for tourism establishments by content analysis method. International Journal of Management Economics and Business, 10(21), 19-42. https://doi.org/10.11122/ijmeb.2014.10.21.425

Forouhar, F., Safarialadoolat, S., & Abtahi, S. M. (2018). A mathematical programming model to identify and reduce the cause of project delays by using Gray Multimoora Method. Amazonia Investiga, 7(16), 167-183.

Gaffar, V., & Setiyorini, D. (2010). Competence development on tourism marketing management study program through soft skills improvement. In Proceding of the 4th International Conference on Technical and Vocational Education and Training (pp. 154-164). Bandung, Indonesia.

Garg, C. P. (2021). Modeling the e-waste mitigation strategies using Grey-theory and DEMATEL framework. Journal of Cleaner Production, 281, 124035.

Gergin, R. E. (2023). Evaluation of the Supplier Loyalty’s from the point of Sectorial by Integrated DEMATEL-MAUT Method., Eskişehir Osmangazi University Journal of Economics and Administrative Sciences, 18(3), 903-929.

Ghosh, A., Ghorui, N., Shaikh, A., Kumari, S., & Sarkar, A. A. (2021). Parametric Gray AHP coupled TOPSIS method for optimal mobile selection: An empirical study for different market segments. Empirical Economics Letters, 20(3), 37-54.

Ghoushchi, S. J., Yousefi, S., & Khazaeili, M. (2019). An extended FMEA approach based on the Z-MOORA and fuzzy BWM for prioritization of failures. Applied Soft Computing Journal, 81, 1-13.

Greer, J. (2002). Developing trans-jurisdictional tourism partnerships—insights from the Island of Ireland. Tourism Management, 23(4), 355-366.

Jessica Hwang, L., & Lockwood, A. (2006). Understanding the challenges of implementing best practices in hospitality and tourism SMEs. Benchmarking: An International Journal, 13(3), 337-354.

June, S., & Mahmood, R. (2011). The relationship between person-job fit and job performance: A study among the employees of the service sector SMEs in Malaysia. International Journal of Business, Humanities and Technology, 1(2), 95-105.

Kabak, M., Burmaoğlu, S., & Kazançoğlu, Y. (2012). A fuzzy hybrid MCDM approach for professional selection. Expert Systems With Applications, 39(3), 3516-3525.

Karabasevic, D., Zavadskas, E. K., Stanujkic, D., & Popovic, G. (2018). An approach to personnel selection in the IT industry based on the EDAS method. Transformations in Business and Economics, 17(2), 54-65.

Kenger, M. D. (2017). Assesment of bank personnel selection by using multiple criteria decision making methods entropy based MAUT, ARAS and gray relation analysis [Unpublished Master's Thesis, Pamukkale University Institute of Social Sciences].

Kumar Sahu, A., Datta, S., & Sankar Mahapatra, S. (2014). Supply chain performance benchmarking using grey-MOORA approach: An empirical research. Grey Systems: Theory and Application, 4(1), 24-55.

Latifian, A. H., Tavakkoli-Moghaddam, R., & Keramati, M. A. (2022). New framework based on a multicriteria decision-making model of technology transfer in the auto-battery manufacturing industry under uncertainty. International Journal of Engineering, 35(10), 2040-2055.

Li, Z., Li, Y., Li, Q., Liu, Z., & Li, R. (2024). Use analytic hierarchy and gray relational analysis for the evaluation of oily sludge treatment technology. Energy Sources, Part A: Recovery, Utilization, and Environmental Effects, 46(1), 789-803.

Mohapatra, K. D., Dash, R., & Sahoo, S. K. (2019). Comparative study of wire electrodes in a wire EDM gear cutting process using grey MOORA method. International Journal of Technology Research and Engineering, 6(5), 4911-4920.

Olalı, H., & Korzay, M. (1993). Hotel management. İstanbul: BetaPublising.

Özari, C., & Kurtulmus, B. E. (2017). Choosing the right employee: An application of MAUT method and grey relational analysis on academic staff selection process. Annals Constantin Brancusi University of Targu Jiu, Letters & Social Science Series, 2, 55-63.

Özdemir, S. S., Polat, E., & Met, Ö. L. (2015). Analysing the employee qualifications in online job announcements issued by the hospitality enterprises operating in Bodrum. Journal of Social Sciences and Humanities Researchers, 16(34), 121-138.

Pelit, E. (2015). The importance of human resources management in tourism enterprises. In E. Pelit (Ed.), Human Resources Management in Tourism Enterprises (pp. 61-116). Ankara: Grafiker Publising.

Safari, S., Karimian, M., & Khosravi, A. (2014). Identifying and ranking the human resources management criteria influencing on organizational performance using MADM fuzzy techniques. Management Science Letters, 4(7), 1577-1590.

Sang, X., Liu, X., & Qin, J. (2015). An analytical solution to fuzzy TOPSIS and its application in personnel selection for knowledge-intensive enterprise. Applied Soft Computing, 30(1), 190-204.

Sarıgül, S. S., Ünlü, M., & Yaşar, E. (2023). Financial performance analysis of airlines operating in Europe: CRITIC based MAUT and MARCOS methods. International Journal of Business and Economic Studies, 5(2), 76-97.

Satria, M. N. D., Setiawansyah, S., & Mesran, M. (2024). Combination of CRITIC weighting method and multi-attribute utility theory in network vendor selection. Building of Informatics, Technology and Science (BITS), 6(1), 188-197.

Setiawansyah, S., Sintaro, S., Saputra, V. H., & Aldino, A. A. (2024). Combination of grey relational analysis (GRA) and simplified pivot pairwise relative criteria importance assessment (PIPRECIA-S) in determining the best staff. Bulletin of Informatics and Data Science, 2(2), 57-66.

Seveke, O. Y., & Kozhayev, Y. P. (2015). Analysis of the structural transformation of the hotel market of Russia. Slavic Forum, 1(7), 77-91.

Şimşek, A., Catır, O., & Ömürbek, N. (2014). Personnel Selection With The Fuzzy Analytical Hierarchy Process On The Tourism Sector. Uludağ Journal of Economy and Society, 33(2), 147-169.

Štilić, A. (2019). Criteria as elements of the multi-criteria analysis in selection of personnel in the tourism industry. Knowledge-International Journal, 32(1), 51-54.

Tang, T.-W., Zhang, P., Lu, Y., Wang, T.-C., & Tsai, C.-L. (2020). The effect of tourism core competence on entrepreneurial orientation and service innovation performance in tourism small and medium enterprises. Asia Pacific Journal of Tourism Research, 25(1), 89-100.

Tanriverdi, H., Kahraman, O. C., Erdoğan, M., & Öz, M. (2018). A research on personnel selection methods in 5 star hotel establishments in İstanbul. Gümüşhane University Electronic Journal of the Institute of Social Science, 9(22), 25-45.

Tao, Y., Xue, J., Zhang, Y., Gao, H., Wei, H., & Wang, T. (2024). Aircraft engine gas path fault diagnosis method based on gray AHP. In 2024 10th International Conference on Control, Automation and Robotics (ICCAR) (pp. 205-212). Singapure: IEEE.

Tercan İçigen, E. T., & Çetin, E. İ. (2017). Personnel selection by using AHP based TOPSIS method for accommodation enterprises. Balkan Journal of Social Sciences, 7(13), 179-187.

Tesone, D. V., & Ricci, P. (2012). Hospitality industry expectations of entry-level college graduates: Attitude over aptitude. European Journal of Business and Social Science, 1(6), 140-149.

Ulutaş, A. (2020). Comparison of the MAUT method with the MOOSRA and ROV methods. Sivas Cumhuriyet University Journal of Economics and Administrative Sciences, 21(2), 258-266.

Ulutaş, A., & Bayrakçıl, A. O. (2017). Vegetable Supplier Evaluation By Using Grey Ahp and Aras-G For A Restaurant. Cumhuriyet Üniversitesi İktisadi ve İdari Bilimler Dergisi, 18(2), 189-204.

Urosevic, S., Karabasevic, D., Stanujkic, D., & Maksimovic, M. (2017). An approach to personnel selection in the tourism industry based on the SWARA and the WASPAS methods. Economic Computation & Economic Cybernetics Studies & Research, 51(1), 75-88.

Vadivel, A., & Sundar, C. J. (2021). Application of neutrosophic sets based on mobile network using neutrosophic functions. In 2021 Emerging Trends in Industry 4.0 (ETI 4.0) (pp. 1-8). Raigarh: IEEE.

Valiyev, A., Imamguluyev, R., & Gahramanov, I. (2022). Staff Selection with a Fuzzy Analytical Hierarchy Process in the Tourism Sector. In Aliev, R.A., Kacprzyk, J., Pedrycz, W., Jamshidi, M., Babanli, M., Sadikoglu, F.M. (eds) 11th International Conference on Theory and Application of Soft Computing, Computing with Words and Perceptions and Artificial Intelligence - ICSCCW-2021 (pp. 437-444). Lecture Notes in Networks and Systems, vol 362. Cham: Springer.

Vargün, H., Doğan, M., & Bal, K. (2020). Comparative Analysis of Corporate Governance Ratings with TOPSIS, Grey Relational Analysis and MAUT Methods. Journal of the Human and Social Science Researches, 9(3), 1992-2010.

Wang, Y., Zhu, M., Jia, S., Yang, L., Dou, Z., Zhang, C., & Sun, P. (2023). Comprehensive assessment of integrated energy systems based on an improved AHP-Gray assessment methodology. In 2023 IEEE 7th Conference on Energy Internet and Energy System Integration (EI2) (pp. 824-829). Hangzhou: IEEE.

Wen, T. C., Chang, K. H., & Lai, H. H. (2018). Improving personnel selection by combining the minimal variance OWA operator and IPA. Journal of Intelligent & Fuzzy Systems, 35(6), 6229-6239.

Yildirim, B. I., Bahar, O., & Ilal, N. Ç. (2019). Personnel selection criteria in tourism business: An application by the method of ARAS. In Contemporary Human Resources Management in the Tourism Industry (pp. 52-84). IGI Global.

Zarbakhshnia, N., Wu, Y., Govindan, K., & Soleimani, H. (2020). A novel hybrid multiple attribute decision-making approach for outsourcing sustainable reverse logistics. Journal of Cleaner Production, 242, 118461.

Zhang, S., & Liu, S. (2011). A GRA-based intuitionistic fuzzy multi-criteria group decision-making method for personnel selection. Expert Systems With Applications, 38(9), 11401-11405.

Zhian, T., Hashemi Monfared, S. A., Rashki, M., & Azizyan, G. (2024). Enhancing decision fusion for wastewater treatment system selection using Monte Carlo simulation and gray analytic hierarchy process. Water, 16(12), 1709.

Zhu, H., Ou, C. X. J., Heuvel, W. J. A. M. van den., & Liu, H. (2017). Privacy calculus and its utility for personalization services in e-commerce: An analysis of consumer decision-making. Information & Management, 54(4), 427-437.

Zhu, R., Bhutta, Z. M., Zhu, Y., Ubaidullah, F., Saleem, M., & Khalid, S. (2022). Grey relational analysis of country-level entrepreneurial environment: A study of selected forty-eight countries. Frontiers in Environmental Science, 10, 985426.

Zolghadr-Asli, B., Bozorg-Haddad, O., Enayati, M., & Chu, X. (2021). A review of 20-year applications of multi-attribute decision-making in environmental and water resources planning and management. Environment, Development and Sustainability, 23(10), 14379-14404.

Published

24.12.2024

How to Cite

GENÇ, E., Keleş, M. K., & Özdağoğlu, A. (2024). A hybrid MCDM model for personnel selection based on a novel Gray AHP, Gray MOORA and Gray MAUT methods in terms of business management: An application in the tourism sector. Journal of Decision Analytics and Intelligent Computing, 4(1), 263–284. https://doi.org/10.31181/jdaic10024122024g