Determinants of E-Hailing Service Adoption among University Students in Peninsular Malaysia

Aiman, M. S., & Rashid, U. K. (2023). An Analysis of Consumer Intention to Use E-Hailing Services Among Generation Z in Malaysia. Research in Management of Technology and Business, 4(2), 773-780.
Ajzen, I. (1985). From intentions to actions: A theory of planned behavior. In Action control (pp. 11-39). Springer, Berlin, Heidelberg.
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211.
Ajzen, I. (2002). Perceived Behavioral Control, Self-Efficacy, Locus of Control, and the Theory of Planned Behavior1. Journal of Applied Social Psychology, 32(4), 665–683. https://doi.org/10.1111/j.1559-1816.2002.tb00236.x
Ann, D. Y. H., & Shafi, M. A. (2022). Factors Influencing Consumer Satisfaction Towards E-hailing Service Among Malaysian. Research in Management of Technology and Business, 3(2), 72-84.
Arora, M., Singh, H., & Gupta, S. (2022). What drives e-hailing apps adoption? An analysis of behavioral factors through fuzzy AHP. Journal of Science and Technology Policy Management, 13(2), 382-404.
Arnold, T., Bachmann, F., & Haefeli, U. (2017). Sharing Economy: Blosser Hype oder echtes Versprechen?. Strasse und Verkehr, (6), 27-33.
Al-Shakhrit, A. K. S., Masri, K. A., & Othman, C. P. (2021). The Social and Economic Impacts of E-hailing Application in Malaysia: A Review. CONSTRUCTION, 1(2), 40-44.
Abd Rahim, M. N. H. B., Zaid, M. A. B. M., Roslee, M. A. A. B., & Zahari, M. A. B. (2020). The Factor of Behavioral Intention Towards Bike E-hailing In seksyen 13 Shah Alam (University/College).
Amirkiaee, S. Y., & Evangelopoulos, N. (2018). Why do people rideshare? An experimental study. Transportation Research Part F: Traffic Psychology and Behaviour, 55, 9–24. https://doi.org/10.1016/j.trf.2018.02.025
Arumugam, V., Ismail, M. R., & Joeharee, M. (2020). A review and conceptual development of the factors influencing consumer intention towards E-hailing service in Malaysia. International Journal of Innovation, Creativity and Change, 11(11), 224-242.
Bagozzi, R. P. (2006). Explaining consumer behavior and consumer action: from fragmentation to unity. Seoul Journal of Business, 12(2), 111-143.
Benbasat, I., & Barki, H. (2007). Quo vadis TAM?. Journal of the association for information systems, 8(4), 7.
Bezovski, Z. (2016). The future of the mobile payment as electronic payment system. European Journal of Business and Management, 8(8), 127-132.
Bernard, H. (2013). Social Research Methods: Qualitative and Quantitative Approaches. California: SAGE Publications, Inc.
Bekele, W. B., & Ago, F. Y. (2022, September 18). Sample Size for Interview in Qualitative Research in Social Sciences: A Guide to Novice Researchers. Research in Educational Policy and Management, 4(1), 42–50. https://doi.org/10.46303/repam.2022.3
Cervero, R. (1997). Paratransit in America: Redefining mass transportation. Greenwood Publishing Group.
Cohen, J. (1988). Statistical Power Analysis for the Behavioural Science (2nd Edition) Hillsdale, NJ:Lawrence Erlbaum Associates
Cohen, J. (2013). Statistical power analysis for the behavioral sciences. Academic press.
Cheng, S. I., Fu, H. H., & Tu, L. C. (2011). Examining customer purchase intentions for counterfeit products based on a modified theory of planned behavior. International Journal of Humanities and Social Science, 1(10), 278-284.
Cheng, M. (2016). Sharing economy: A review and agenda for future research. International Journal of Hospitality Management, 57, 60–70. https://doi.org/10.1016/j.ijhm.2016.06.003
Chew, S. S., & Leng, H. K. (2016). The role of social influence in purchasing sports apparel. Athens Journal of Sports, 3(4), 276-284.
Chin, K. S., Leng, O. Y., & Yacob, P. A. L. (2019). Determinants of Intention to Use E-Hailing Application among Generation X Consumers in Malaysia. J. Adv. Res. BUSINESS, Mark. SUPPLY ChainManag., 3(1), 22-28.
Cho, V., & Cheung, I. (2003). A study of on-line legal service adoption in Hong Kong. Department of management. The Hong Kong Polytechnic University. Retrieved Jan, 20, 2009.
Chong, A. Y. L., Chan, F. T., & Ooi, K. B. (2012). Predicting consumer decisions to adopt mobile commerce: Cross country empirical examination between China and Malaysia. Decision support systems, 53(1), 34-43.
Christina, Y., & Yasa, N. (2021). Application of theory of planned behavior to study online booking behavior. International Journal of Data and Network Science, 5(3), 331-340.
Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1989). User acceptance of computer technology: A comparison of two theoretical models. Management science, 35(8), 982-1003.
Davis, F.D. (1989), “Perceived usefulness, perceived ease of use, and user acceptance of information technology”, MIS Quarterly, Vol. 13 No. 3, pp. 319-340.
Department of Statistics Malaysia Official Portal. (n.d.). Department of Statistics Malaysia Official Portal. https://www.dosm.gov.my/v1/index.php?r=column/cthemeByCat&cat=395&bul_id=bCs4UlNSQktybTR3THZ3a0RzV2RkUT09&menu_id=amVoWU54UTl0a21NWmdhMjFMMWcyZz09
Dillman, D. A., Smyth, J. D., & Christian, L. M. (2014). Internet, phone, mail, and mixed-mode surveys: The tailored design method. John Wiley & Sons.
Dhawan, S., & Yadav, P. (2018). E- CAB HAILING: A STUDY ON CONSUMER BEHAVIOUR. ELK Asia Pacific Journal of Marketing and Retail Management, 9(3).
Ezdom Technology Sdn Bhd. (n.d.). The economics of ride-hailing services in Malaysia we make you better. https://ezdom.com.my/wp-content/uploads/2020/02/THE-ECONOMICS-OF-RIDE-HAILING-v6.1HOME.pdf
Fassbender, P. (2016). Ride Sourcing in British Columbia: Stakeholder Engagement Summary. British Columbia: Ministry of Community, Sports & Cultural Dev.
Fishbein, M. & Ajzen, I (1975). Belief, attitude, intention and behavior: an introduction to theory and research. Reading, MA: Addison-Wesley.
Fishbein, M., & Cappella, J. N. (2006). The role of theory in developing effective health communications. Journal of communication, 56(suppl_1), S1-S17.
Feeney, M. (2015). Is ridesharing safe?. Cato Institute Policy Analysis, (767).
Freischlad N. (2015). Three years, $340M funding, millions of users: GrabTaxi’s Anthony Tan reflects on the journey. Retrieved April 26, 2018.
Fleischer, A., & Wåhlin, C. (2016). Want to Take a Ride with Me?: The Intention of Generation Y to Use Uber.
Giang, P. T., Trang, P. T., & Yen, V. T. (2017). An examination of factors influencing the intention to adopt ride-sharing applications: A case study in Vietnam. Imperial Journal of Interdisciplinary Research, 3(10), 618-623.
Goel, P., & Haldar, P. (2019). Willingness to use carsharing apps: an integrated TPB and TAM. International Journal of Indian Culture and Business Management, 19(2), 129. https://doi.org/10.1504/ijicbm.2019.10023007
Gunawan, S. (2015). The impact of motivation, perception and attitude toward consumer purchasing decision: a study case of Surabaya and Jakarta Society on Carl’s Junior. IBuss Management, 3(2).
Gunasinghe, S. G., Gamlath, G., Fernando, N. S., & Mel, D. (2019). Factors affecting customers’ intention towards the adoption of Internet Banking. Proceedings of 12th International Research Conference 2019, KDU.
Hair, J. F., Anderson, R. E., Tatham, R. L., & Black, W. C. (1998). Multivariate Data Analysis with Readings, Englewood Cliffs, NJ: Prentice Hall.
Hinton, P. R., McMurray, I., & Brownlow, C. (2004). SPSS explained. Routledge.
Hsiao, C. H., Chang, J. J., & Tang, K. Y. (2016). Exploring the influential factors in continuance usage of mobile social Apps: Satisfaction, habit, and customer value perspectives. Telematics and Informatics, 33(2), 342-355.
Irawan, R. L., Hurriyati, R., & Nurpratama, M. R. (2020). Subjective Norm of Interest to Use in Online Shopping. Almana?: Jurnal Manajemen Dan Bisnis, 4(3), 416–419. https://doi.org/10.36555/almana.v4i3.1489
Janadari, M. P. N., Sri Ramalu, S., Wei, C., & Abdullah, O. Y. (2016). Evaluation of measurment and structural model of the reflective model constructs in PLS–SEM. In Proceedings of the 6th International Symposium—2016 South Eastern University of Sri Lanka (SEUSL), Oluvil, Sri Lanka (pp. 20-21).
Jais, A. S., & Marzuki, A. (2020). E-hailing services in Malaysia: current practices and future outlook. Planning Malaysia, 18(13).
Jewer, J., Compeau, D., & Besworth, M. (2017). Understanding IS Adoption and Success: Integration of IS Success and Technology Adoption Research. In AMCIS.
Joia, L. A., & Altieri, D. (2018). Antecedents of continued use intention of e-hailing apps from the passengers’ perspective. The Journal of High Technology Management Research, 29(2), 204–215.
Kaewkitipong, L., Chen, C. C., & Ractham, P. (2016). Using social media to enrich information systems field trip experiences: Students’ satisfaction and continuance intentions. Computers in Human Behavior, 63, 256-263.
Lim, K. B., Yeo, S. F., Goh, M. L., & Gan, J. A. X. (2018). A study on consumer adoption of ride-hailing apps in Malaysia. Journal of Fundamental and Applied Sciences, 10(6S), 1132-1142.
Lee, M. C. (2009). Factors influencing the adoption of internet banking: An integration of TAM and TPB with perceived risk and perceived benefit. Electronic commerce research and applications, 8(3), 130-141.
Legris, P., Ingham, J., & Collerette, P. (2003). Why do people use information technology? A critical review of the technology acceptance model. Information & management, 40(3), 191-204.
Lee, Y., Kozar, K. A., & Larsen, K. R. (2003). The technology acceptance model: Past, present, and future. Communications of the Association for information systems, 12(1), 50.
Legris, P., Ingham, J., & Collerette, P. (2003). Why do people use information technology? A critical review of the technology acceptance model. Information & management, 40(3), 191-204.
Malin, B. J., & Chandler, C. (2017). Free to work anxiously: Splintering precarity among drivers for Uber and Lyft. Communication, Culture & Critique, 10(2), 382-400.
Malichová, E., Pourhashem, G., Ková?iková, T., & Hudák, M. (2020). Users’ perception of value of travel time and value of ridesharing impacts on Europeans’ ridesharing participation intention: A case study based on MoTiV European-wide mobility and behavioral pattern dataset. Sustainability, 12(10), 4118.
Mohamad, A. F. B. (2021). Factors Influencing Customer Satisfaction Using E-hailing Services In Melaka.
Mohammad, J., Quoquab, F., & Mohamed Sadom, N. Z. (2020). Mindful consumption of second-hand clothing: the role of eWOM, attitude and consumer engagement. Journal of Fashion Marketing and Management: An International Journal, 25(3), 482–510. https://doi.org/10.1108/jfmm-05-2020-0080
Md Nor, M. N., Md Sabri, S., & Mat Isa, N. F. (2021). E-hailing service satisfaction: a case study of students in a higher education institution in Perlis, Malaysia. Jurnal Intelek, 16(2), 138-150.
Mahalingam, S. A. (2022). E-hailing fare hike: Govt to study need for change in regulations. The Star. https://www.thestar.com.my/news/nation/2022/05/22/e-hailing-fare-hike-govt-to-study-need-for-change-in-regulations
Mehrad, D., & Mohammadi, S. (2017). Word of Mouth impact on the adoption of mobile banking in Iran. Telematics and Informatics, 34(7), 1351-1363.
Nam, C., Dong, H., & Lee, Y. A. (2017). Factors influencing consumers’ purchase intention of green sportswear. Fashion and Textiles, 4(1), 1-17.
Nguyen-Phuoc, D. Q., Su, D. N., Tran, P. T. K., Le, D. T. T., & Johnson, L. W. (2020). Factors influencing customer's loyalty towards ride-hailing taxi services–A case study of Vietnam. Transportation Research Part A: Policy and Practice, 134, 96-112.
Ofori, K. S., Anyigba, H., Adeola, O., Junwu, C., Osakwe, C. N., & David-West, O. (2022). Understanding post-adoption behaviour in the context of ride-hailing apps: the role of customer perceived value. Information Technology & People, 35(5), 1540-1562.
Official Site Ministry of Transport Malaysia e-Hailing Services. (n.d.). Official Site Ministry of Transport Malaysia e-Hailing Services. https://www.mot.gov.my/en/land/infrastructure/e-hailing-services
Peng, L., Wang, H., He, X., Guo, D., & Lin, Y. (2014). Exploring factors affecting the user adoption of call-taxi App. ACIS.
Pojani, D., & Stead, D. (2016). The urban transport crisis in emerging economies: An introduction (pp. 1-10). Springer International Publishing.
Ponto, J. A., Ellington, L., Mellon, S., & Beck, S. L. (2010). Predictors of adjustment and growth in women with recurrent ovarian cancer. In Oncology Nursing Forum, 37(3).
Piracha, A., Sharples, R., Forrest, J., & Dunn, K. (2019). Racism in the sharing economy: Regulatory challenges in a neo-liberal cyber world. Geoforum, 98, 144-152.
Pretorius, H. W. (2022). An E-halfling Crime and Exploitation Classification Framework. Proceedings of the Society, 84, 129-139.
Razi, M. J. M., Tamrin, M. I. M., & Nor, R. M. (2021). e-Hailing from Service Quality Perspective: A Malaysian Based Study. In 2021 International Conference on Software Engineering & Computer Systems and 4th International Conference on Computational Science and Information Management (ICSECS-ICOCSIM) (pp. 530-534). IEEE.
Raza, S. A., Khan, K. A., & Salam, J. (2021). Impact of environmental triggers on students’ behavior to use ride-sharing services: the moderating role of perceived risk. Current Psychology, 1-15. Register as a Grab Driver today | Grab MY. (n.d.). Grab MY. https://www.grab.com/my/driver/drive/
Rouibah, K., Thurasamy, R., & May, O. S. (2009). User acceptance of internet banking in Malaysia. International Journal of E-Adoption, 1(1), 1–19. doi:10.4018/jea.2009010101
Roughton, L. (2020). A vehicle for crime: ridesharing and victimization (Doctoral dissertation, University of Arkansas at Little Rock).
Roopa, S., & Rani, M. S. (2012). Questionnaire designing for a survey. Journal of Indian Orthodontic Society, 46(4_suppl1), 273-277.
Ruangkanjanases, A., & Techapoolphol, C. (2018). Adoption of E-hailing applications: A comparative study between female and male users in Thailand. Journal of Telecommunication, Electronic and Computer Engineering (JTEC), 10(1-10), 43-48.
Salazar, M. K. (1991). Comparisons of behavioral theories: Literature review. Alberta Association Occupational Health Nurses Journal, 39, 128-135.
Sadom, N. Z. M., Yusoff, S. H. M., Nair, S. G., & Khairuddin, Z. N. (2022). What Drives Consumers’ Booking Intention of E-Hailing Services in Malaysia?. International Journal of Innovation and Business Strategy (IJIBS), 17(2), 1-14.
Salim, S., Haziq, M. A., Osman, M. H., Nor, A. H. M., Zaminan, Z., Mohamad, M. Z. A. T., ... & Azman, K. S. (2020). A Review on the Background of E-Hailing Drivers in Malaysia and Their Awareness with Regulations. In IOP Conference Series: Earth and Environmental Science (Vol. 616, No. 1, p. 012046). IOP Publishing.
Solomon, M. R., Dahl, D. W., White, K., Zaichkowsky, J. L., & Polegato, R. (2014). Consumer behavior: Buying, having, and being (Vol. 10). Engelwood Cliffs: Prentice Hall.
Straub, D., Boudreau, M. C., & Gefen, D. (2004). Validation guidelines for IS positivist research. Communications of the Association for Information systems, 13(1), 24.
Sukiman, A. N. B. M., Yusoff, M. K. B. M., Ahmad, S. F. B. S., Francis, S. L. A., & Hashim, H. (2022). The Factors that Influence Tourist Intention to use Grab Car in Malaysia.
Suhud, U., Wibowo, S. F., Khairi, A., & Willson, G. (2019). Applying the Theory of Acceptance Model to Consumer Acceptance of Taxi-Hailing Mobile App. Journal of Internet and E-Business Studies, 1–10.
Shaheen, S., Chan, N., Bansal, A., & Cohen, A. (2015). Definitions, industry developments, and early understanding. Berkeley California: University of California Berkeley-Transportation Sustainability Research Center. https://www.icscarsharing.it/wp-content/uploads/2019/02/2015SharedMobility-Definitions-Industry-developments-and-first understanding.pdf
Taber, K. S. (2018). The use of Cronbach’s alpha when developing and reporting research instruments in science education. Research in science education, 48, 1273-1296.
Taherdoost, H. (2016). Sampling methods in research methodology; how to choose a sampling technique for research. International Journal of Academic Research in Management (IJARM), 5(2), 18-27.
Taherdoost, H. (2017). Determining sample size; how to calculate survey sample size. International Journal of Economics and Management Systems, 2.
Tachet, R., Sagarra, O., Santi, P., Resta, G., Szell, M., Strogatz, S. H., & Ratti, C. (2017). Scaling law of urban ride sharing. Scientific reports, 7(1), 1-6.
Taylor, S., & Todd, P. A. (1995). Understanding information technology usage: A test of competing models. Information systems research, 6(2), 144-176.
Teo, B. C., Mustaffa, M. A., & Rozi, A. I. M. (2018). To Grab or not to Grab? Passenger ride intention towards e-hailing services. Malaysian Journal of Consumer and Family Economics, 21, 153-163.
Teijlingen, E. V., & Hundley, V. (2002). The importance of pilot studies. Nursing Standard, 16(40), 33–36. https://doi.org/10.7748/ns.16.40.33.s1
Todd, L., Amirullah, A., & Xing, C. H. (2018). E-Hailing regulations: Striking the Right Balance. Institute for Democracy and Economic Affairs (IDEAS), Kuala Lumpur.
Turner, D. P. (2020). Sampling methods in research design. Headache: The Journal of Head and Face Pain, 60(1), 8-12.
Ubaidillah, N. Z., Yi, C. Y., Hassan, M. K. H., Ali, S. S. S., & Hwang, J. Y. T. (2019). The determinants of Generation Z intention to use the Grab e-hailing services. Internafional Journal of Academic Research in Business and Social Sciences, 9(11), 483-495.
Utami, I. W., Kumar, S., Kannu, A., Sofyan, A., & Fernando, F. Z. (2021). User Behavior Intention Towards E-Hailing Applications. In Proceeding of International Conference on Science, Health, And Technology (pp. 274-278).Vehicle Requirements | Uber Chicago. (n.d.). Uber. https://www.uber.com/us/en/drive/chicago/vehicle-requirements/
Venkatesh, V. (1999). Creation of favorable user perceptions: Exploring the role of intrinsic motivation. MIS quarterly, 239-260.
Venkatesh, V., & Davis, F. D. (2000). A theoretical extension of the technology acceptance model: Four longitudinal field studies. Management science, 46(2), 186-204.
Wang, Y., Wang, S., Wang, J., Wei, J., & Wang, C. (2018). An empirical study of consumers’ intention to use ride-sharing services: using an extended technology acceptance model. Transportation, 47(1), 397–415. https://doi.org/10.1007/s11116-018-9893-4
Weng, G. S., Zailani, S., Iranmanesh, M., & Hyun, S. S. (2017). Mobile taxi booking application service’s continuance usage intention by users. Transportation Research Part D: Transport and Environment, 57, 207-216.
Wosskow, D. (2014). Unlocking the sharing economy: An independent review. In Department for Business, Innovation and Skills, UK Government.
Wong, S. L., Hsu, C. C., & Chen, H. S. (2018). To Buy or Not to Buy? Consumer Attitudes and Purchase Intentions for Suboptimal Food. International Journal of Environmental Research and Public Health, 15(7), 1431.
Wu, S., Ma, E., Wang, J., & Li, D. (2022). Experience with Travel Mobile Apps and Travel Intentions—The Case of University Students in China. Sustainability, 14(19), 12603.
Wu, J., & Song, S. (2021). Older adults’ online shopping continuance intentions: Applying the technology acceptance model and the theory of planned behavior. International Journal of Human–Computer Interaction, 37(10), 938-948.
Yaacob, N., Amzah, R., Mohamad Yusuf, A., Mazlan, N., & Abdul Razak, N. (2022). Scrutinizing a Customer Behavior and Perspective of E-Cab Hailing Services. International Journal of Business and Technology Management, 4(4), 1-8.
Yunoh, M., & Ibrahim, M. H. (2020). Factors That Influences The Uses Of E-Hailing As Public Transportation For University Students In East Coast, Malaysia. International Journal of Entrepreneurship, Organization and Business (IJEOB).
Young, M., & Farber, S. (2019). Ride-hailing platforms are shaping the future of mobility, but for whom.
Zheng, Y., & Chi, T. (2015). Factors influencing purchase intention towards environmentally friendly apparel: An empirical study of US consumers. International Journal of Fashion Design, Technology and Education, 8(2), 68-77.
Zhang, S., Zhou, C., & Liu, Y. (2020). Consumer purchasing intentions and marketing segmentation of remanufactured new-energy auto parts in China. Mathematical Problems in Engineering, 2020.

Yan, E. X., Jusoh, Z. M., Zainudin, N., & Osman, S. (2024). Determinants of E-Hailing Service Adoption among University Students in Peninsular Malaysia. International Journal of Academic Research in Business and Social Sciences, 14(10), 1783–1803.

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