Main Article Content
Service Quality, Interval Valued Intuitionistic Fuzzy, Analytical Hierarchy Process, WASPAS, Online Transportation
Indonesia is currently entering a new normal era; this requires people to adapt to the clean-living habit in accordance with health standards in order to carry out normal activities. At the same time, online transportation services have reopened for activity. The service quality provided by online ride-hailing companies (i.e., ojek) such as Gojek, Grab, and Maxim must now consider matters relating to user safety. This study proposes Multi Criteria Decision Making (MCDM) as a method for assessing the service quality of online transportation service providers and uses the Pandemic-SERVQUAL 4.0 model. Pandemi-SERVQUAL 4.0 model adds two new criteria, namely "pandemic" and "industry 4.0". The addition of two new criteria that are more relevant to the current circumstances will increase the accuracy of the research. This study aims to propose the integration of Interval Valued Intuitionistic Fuzzy Analytical Hierarchy Process (IVIF-AHP) to determine the criteria weight and Interval Valued Intuitionistic Fuzzy Weighted Aggregated Sum-Product Assessment (IVIF-WASPAS) to assess the service quality of several online transportation service providers based on the obtained criteria weights. From the results of the service quality assessment using the integration of IVIF-AHP and IVIF-WASPAS, the ranking of online transportation service providers during the new normal era were Grab-car, Go-car, and Maxim-car.
 Z. H. Munim and T. Noor, "Young people's perceived service quality and environmental performance of hybrid electric bus service," Journal of Travel Behaviour Society, vol. 20, pp. 133-143, 2020, doi: 10.1016/j.tbs.2020.03.003.
 A. Aziah and P. Rabia, "Analysis of the development of the online transportation industry in the era of disruptive innovation (case study of PT Gojek Indonesia)," Horizons, vol. 18, no. 2, pp. 149-156, 2018.
 K. Robson, K. Gharehbaghi, and C. Scott-Young, "Planning effective and efficient public transport systems," International Journal of Real Estate Land Planning, vol. 1, pp. 385-392, 2018.
 A. Alfonsius, "Pelayanan transportasi online di era new normal," Journal of Accounting Management Innovation, vol. 4, no. 2, pp. 101-110, 2020.
 APJII, "Laporan Survei Internet APJII," 2019-2021.
 H. H. Prasetya, B. B. Ridwanto, M. A. Rahman, and A. A. S. Gunawan, "The impact of E-transport platforms' Gojek and Grab UI/UX design to user preference in Indonesia," in 2021 1st International Conference on Computer Science and Artificial Intelligence (ICCSAI), 2021, vol. 1, pp. 167-177: IEEE, doi: 10.1109/ICCSAI53272.2021.9609767.
 A. Parasuraman, V. A. Zeithaml, and L. Berry, “A conceptual model of service quality and implications for further research,” Journal of Marketing, vol. 49, no.4, pp. 41–50, 1985, doi: 10.1177/002224298504900403.
 A. Parasuraman, V. A. Zeithaml, and L. Berry, "SERVQUAL: A multiple-item scale for measuring consumer perceptions of service quality," Journal of Retailing, vol. 64, no. 1, pp. 12-40, 1988.
 E. Tumsekcali, E. Ayyildiz, and A. Taskin, "Interval valued intuitionistic fuzzy AHP-WASPAS based public transportation service quality evaluation by a new extension of SERVQUAL Model: P-SERVQUAL 4.0," Expert Systems with Applications, vol. 186, pp. 1-17, 2021, doi: 10.1016/j.eswa.2021.115757.
 S. L. B. Silalahi, P. W. Handayani, and Q. Munajat, "Service quality analysis for online transportation services: Case study of GO-JEK," Procedia Computer Science, vol. 124, pp. 487-495, 2017, doi: 10.1016/j.procs.2017.12.181.
 A. Santoso and A. Aprianingsih, "The influence of perceived service and e-service quality to repurchase intention the mediating role of customer satisfaction case study: Go-Ride in Java," Journal of Business Management, vol. 6, no. 1, pp. 32-43, 2017.
 C. Trisandy and D. Utama, "The influence of service quality and price on customer satisfaction on gojek users at Batam state polytechnic," in Proceedings of the 4th International Conference on Applied Economics and Social Science, ICAESS 2022, 5 October 2022, Batam, Riau Islands, Indonesia, 2023, doi: 10.4108/eai.5-10-2022.2325877.
 A. Aldino and A. Suroso, "The effect of customer trust and service quality on post purchase intention through customer satisfaction on online Grab transportation (survey of Grab customers in Purworejo)," Sustainable Competitive Advantage (SCA), vol. 12, no. 1, pp. 219-232, 2022.
 M. Marlizar, W. Agustina, F. Bachtiar, and M. Mukhsinuddin, "Effect of service quality and use of E-service technology on customer loyalty: a case study of Maxim in Aceh," Budapest International Research Critics Institute : Humanities Social Sciences, vol. 4, no. 4, pp. 8002-8016, 2021.
 B. L. Golden, E. A. Wasil, and P. T. Harker, "The analytic hierarchy process," Applications Studies, Berlin, Heidelberg, vol. 2, 1989, doi: 10.1007/978-3-642-50244-6.
 Z. Turskis, N. Goranin, A. Nurusheva, and S. Boranbayev, "A Fuzzy WASPAS-based approach to determine critical information infrastructures of EU sustainable development," Sustainability, vol. 11, no. 2, 2019, doi: 10.3390/su11020424.
 E. Ilbahar and C. Kahraman, "Retail store performance measurement using a novel interval-valued Pythagorean fuzzy WASPAS method," Journal of Intelligent & Fuzzy Systems, vol. 35, no. 3, pp. 3835-3846, 2018, doi: 10.3233/JIFS-18730.
 A. Mardani, M. Nilashi, N. Zakuan, N. Loganathan, S. Soheilirad, M. Z. Mat Saman, and O. Ibrahim, "A systematic review and meta-Analysis of SWARA and WASPAS methods: theory and applications with recent fuzzy developments," Applied Soft Computing, vol. 57, pp. 265-292, 2017, doi: 10.1016/j.asoc.2017.03.045.
 J. Wu, H. Huang, and Q. Cao, "Research on AHP with interval-valued intuitionistic fuzzy sets and its application in multi-criteria decision making problems," Applied Mathematical Modelling, vol. 37, no. 24, pp. 9898-9906, 2013, doi: 10.1016/j.apm.2013.05.035.
 E. K. Zavadskas, J. Antucheviciene, S. H. Razavi Hajiagha, and S. S. Hashemi, "Extension of weighted aggregated sum product assessment with interval-valued intuitionistic fuzzy numbers (WASPAS-IVIF)," Applied Soft Computing, vol. 24, pp. 1013-1021, 2014, doi: 10.1016/j.asoc.2014.08.031.
 M. Alimohammadlou and Z. Khoshsepehr, "Investigating organizational sustainable development through an integrated method of interval-valued intuitionistic fuzzy AHP and WASPAS," Environment, Development and Sustainability, 2021, doi: 10.1007/s10668-021-01525-7.
 D. Sergi and I. Ucal Sari, "Prioritization of public services for digitalization using fuzzy Z-AHP and fuzzy Z-WASPAS," Complex & Intelligent Systems, vol. 7, no. 2, pp. 841-856, 2021, doi: 10.1007/s40747-020-00239-z.
 G. Büyüközkan, C. A. Havle, O. Feyzioğlu, F. Göçer, and C. Kahraman, "A combined group decision making based IFCM and SERVQUAL approach for strategic analysis of airline service quality," Journal of Intelligent & Fuzzy Systems, vol. 38, no. 1, pp. 859-872, 2020, doi: 10.3233/JIFS-179454.
 K. Yousapronpaiboon, "SERVQUAL: Measuring higher education service quality in Thailand," Procedia - Social and Behavioral Sciences, vol. 116, pp. 1088-1095, 2014, doi: 10.1016/j.sbspro.2014.01.350.
 U. A. Qadri, "Measuring service quality expectation and perception using SERVQUAL: A gap analysis," Business Economics Journal, vol. 6, no. 3, pp. 1000162, 2015, doi: 10.4172/2151-6219.1000162.
 A. Tirachini and O. Cats, "COVID-19 and public transportation: Current assessment, prospects, and research needs," Journal of Public Transportation, vol. 22, no. 1, p. 1, 2020, doi: 10.5038/2375-0901.22.1.1.
 J. Lu, J. Gu, K. Li, C. Xu, W. Su, Z. Lai, D. Zhou, C. Yu, B. Xu, Z. Yang, "COVID-19 outbreak associated with air conditioning in restaurant, Guangzhou, China, 2020," Emerging Infectious Diseases, vol. 26, no. 7, pp. 1628-1631, 2020, doi: 10.3201/eid2607.200764.
 Ö. N. Bilişik, M. Erdoğan, İ. Kaya, and H. Baraçlı, "A hybrid fuzzy methodology to evaluate customer satisfaction in a public transportation system for Istanbul," Total Quality Management & Business Excellence, vol. 24, no. 9-10, pp. 1141-1159, 2013, doi: 10.1080/14783363.2013.809942.
 E. Celik, O. N. Bilisik, M. Erdogan, A. T. Gumus, and H. Baracli, "An integrated novel interval type-2 fuzzy MCDM method to improve customer satisfaction in public transportation for Istanbul," Transportation Research Part E: Logistics and Transportation Review, vol. 58, pp. 28-51, 2013, doi: 10.1016/j.tre.2013.06.006.
 A. Awasthi, S. S. Chauhan, H. Omrani, and A. Panahi, "A hybrid approach based on SERVQUAL and fuzzy TOPSIS for evaluating transportation service quality," Computers & Industrial Engineering, vol. 61, no. 3, pp. 637-646, 2011, doi: 10.1016/j.cie.2011.04.019.
 E. F. Sam, O. Hamidu, and S. Daniels, "SERVQUAL analysis of public bus transport services in Kumasi metropolis, Ghana: Core user perspectives," Case Studies on Transport Policy, vol. 6, no. 1, pp. 25-31, 2018, doi: 10.1016/j.cstp.2017.12.004.
 D. Kim, J. Kim, and J. Park, "A Study on priority in application of smart city elements," International Journal of Innovation, Creativity and Changes, vol. 7, no. 3, pp. 332-347, 2019.
 M. A. Valenzo-Jiménez, D. A. Lazaro-López, and J. A. Martínez-Arroyo, "Application of the SERVQUAL model to evaluate the quality in the transportation service in Morelia, Mexico," Dyna, vol. 86, no. 211, pp. 64-74, 2019, doi: 10.15446/dyna.v86n211.78368.
 X. Zhang, H. Liu, M. Xu, C. Mao, J. Shi, G. Meng, and J. Wu, "Evaluation of passenger satisfaction of urban multi-mode public transport," PloS one, vol. 15, no. 10, pp. e0241004, 2020, doi: 10.1371/journal.pone.0241004.
 C. Chou, L. Liu, S. Huang, J. Yih, and T. Han, "An evaluation of airline service quality using the fuzzy weighted SERVQUAL method," Applied Soft Computing, vol. 11, no. 2, pp. 2117-2128, 2011, doi: 10.1016/j.asoc.2010.07.010.
 D. Vakula and B. Raviteja, "Smart public transport for smart cities," in 2017 International Conference on Intelligent Sustainable Systems (ICISS), Palladam, India, pp. 805-810, 2017, doi: 10.1109/ISS1.2017.8389288.
 Sedarmayanti and S. Hidayat, "Metodologi Penelitian," Bandung: Mandar Maju, 2011.
 C. Kahraman, B. Öztayşi, and S. Ç. Onar, "An integrated intuitionistic Fuzzy AHP and TOPSIS approach to evaluation of outsource manufacturers," Journal of Intelligent Systems, vol. 29, no. 1, pp. 283-297, 2018, doi: 10.1515/jisys-2017-0363.
 T. L. Saaty, "Decision making with the analytic hierarchy process," International Journal of services sciences, vol. 1, no. 1, pp. 83-98, 2008, doi: 10.1504/IJSSCI.2008.017590.
 V. W. Sujarweni, "Metode penelitian: Lengkap, praktis, dan mudah dipahami," Yogyakarta: Pustaka baru press, 2014.
 M. Alqeed, "Service quality relationship with customer satisfaction and business profitability (a case study of royal Jordanian)," European Journal of Business Management, vol. 5, no. 1, pp. 210-216, 2013.
 Viciwati, "Perbandingan kepuasan pelanggan pengguna jasa mobil online di Jakarta (studi kasus jasa mobil online Grab-car, Go-car dan Uber car)," Jurnal Ilmiah Manajemen Bisnis, vol. 4, no.3, pp. 381-399, 2018.
 J. Waworundeng, G. Sandag, S. V. Ngeloh, and A. Lalong, "Analysis of customer satisfaction levels with Grab and Gojek services during the Covid-19 pandemic," Cogito Smart Journal, vol. 8, no. 1, pp. 111-121, 2022, doi: 10.31154/cogito.v8i1.395.111-121.
 W. S. Taslim, "Analisis preferensi konsumen terhadap jasa angkutan online di Pontianak (studi kasus: Gojek Vs Grab)," Obis, vol. 3, no. 1, pp. 13-18, 2020.