Exploring the Impact of Driver Behavior on Customer Trust: A Study of Ride-Hailing Services in Malaysia
Abstract
As one of the leading ride-hailing and delivery service platforms in Malaysia, Grab connects customers with drivers through its mobile application. This study aims to examine the impact of driver behavior on customer trust among Grab customers and role of customer trust in shaping customer experiences. Additionally, it seeks to reveal how levels of trust and driver interactions influence customer experiences with Grab services in Malaysia. Data were collected through a cross-sectional quantitative survey using a Google Form with five-point Likert-scale questions from approximately 100 Grab users. The findings reveal that driver-related factors, including usefulness (b = 0.225, p < .05), ease of use (b = 0.327, p < .01), and convenience (b = 0.332, p < .01), have significant positive effects on customer trust, while perceived risk has a negligible influence (b = ?0.010, p > .05). These results highlight how trust shapes customer perceptions of driver behavior. The study concludes that positive driver behavior strengthens customer trust, emphasizing trust as a key mechanism through which driver interactions affect experiences. High trust levels lead customers to perceive interactions more positively, reinforcing confidence in the service. The findings suggest that Grab should prioritize trust-building strategies, including consistent driver training, improved communication, and transparent feedback systems, to strengthen customer relationships and ensure long-term customer loyalty.
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Al-Fraihat, D., Joy, M., Masa'deh, R., & Sinclair, J. (2020). Evaluating e-learning systems success: An empirical study. Computers in Human Behavior, 102, 67–86. https://doi.org/10.1016/j.chb.2019.08.004
Almunawar, M. N., Anshari, M., & Lim, S. A. (2021). Customer acceptance of ride-hailing in Indonesia. Journal of Science and Technology Policy Management, 12(3), 443-462. https://doi.org/10.1108/JSTPM-09-2019-0082
Aziz, A. A., Mahmod, M., Ghani, N. F. A., Jalil, E. E. A., & Khalid, R. K. R. M. (2024, November). Decoding trust: An agent-based computational model of users’ trust interplay dynamics in e-hailing services. In International Conference on Multi-disciplinary Trends in Artificial Intelligence (pp. 15–27). Springer Nature Singapore. https://doi.org/10.1007/978-981-96-0692-4_2
Berry, L. L., Seiders, K., & Grewal, D. (2002). Understanding service convenience. Journal of Marketing, 66(3), 1-17. https://doi.org/10.1509/jmkg.66.3.1.18505
Blöbaum, B. (2021). Some thoughts on the nature of trust: Concept, models and theory. In Trust and Communication: Findings and Implication of Trust Research (pp. 3–28). Springer International Publishing.
Choong, C. L., & Goh, Y. N. (2021). ‘Grab, ride and go’: An investigation into the use of ride-hailing services in a developing economy. International Journal of Mobile Communications, 19(3), 364–386. https://doi.org/10.1504/IJMC.2021.114325
Dabrynin, H., & Zhang, J. (2019). The investigation of the online customer experience and perceived risk on purchase intention in China. Journal of Marketing Development and Competitiveness, 13(2), 16-30.
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS quarterly, 13(3), 319-340. https://doi.org/10.2307/249008
Gu, H., Zhang, T., Lu, C., & Song, X. (2021). Assessing trust and risk perceptions in the sharing economy: An empirical study. Journal of Management Studies, 58(4), 1002–1032. https://doi.org/10.1111/joms.12678
Gunarso, G. (2023). Why do consumers use ride-hailing? Evidence from China and Indonesia. Binus Business Review, 14(1), 39–60. https://doi.org/10.21512/bbr.v14i1.8371
Herreros, F. (2023). The state and trust. Annual Review of Political Science, 26(1), 117–134. https://doi.org/10.1146/annurev-polisci-051921-102842
Javed, S., Rashidin, M. S., Zhu, M., Xu, Z., Jian, W., & Zuo, S. (2021). Combined effects of drivers and impact of customer satisfaction on brand loyalty: The contingent effect of social trust. Sage Open, 11(1), 1–18. https://doi.org/10.1177/21582440211003566
Joe, S. P., Hui, Q. L., Ansori, R. N. B. Z., Er, S. T. M., Ojha, R., Kabade, A., & Rajan, H. (2024). How the one-stop services from mobile applications aligned with customers’ contemporary purchasing behavior: A study on Grab’s brand recognition among customers. International Journal of Tourism and Hospitality in Asia Pasific, 7(1). https://doi.org/10.32535/ijthap.v7i1.2912
Kee, D. M. H., Cordova, M., & Khin, S. (2025). The key enablers of SMEs readiness in Industry 4.0. International Journal of Emerging Markets, 20(3), 1042–1062. https://doi.org/10.1108/IJOEM-08-2021-1291
Lok, Y. H., Teoh, K. B., Liou, Z. Y., Lim, J. T., Lim, K. E., Lim, P. E., & Kee, D. M. H. (2024). Influencing factors on customer behavioral intentions to use a food delivery app: A study on GrabFood in Malaysia. Advances in Global Economics and Business Journal, 5(1), 1–14. https://doi.org/10.51748/agebj.v5i1.92
Lu, K., & Shi, C. (2024). Exploring determinants of travelers’ discontinuance behavioral intention on integrated ride?hailing services: A perspective on perceived risk. Journal of Retailing and Consumer Services, 81, Article 104046. https://doi.org/10.1016/j.jretconser.2024.104046
Lu, K., & Shi, C. (2025). Why do travelers discontinue using integrated ride?hailing platforms? The role of perceived value and perceived risk. Humanities and Social Sciences Communications, 12(1), 1–19. https://doi.org/10.1057/s41599-025-04683-5
Mageto, J., & Luke, R. (2025). Perceived risks and intention to use ride?hailing services: Insights from an emerging market. Journal of Transport and Supply Chain Management, 19, 1173. https://doi.org/10.4102/jtscm.v19i0.1173
Schilke, O., Reimann, M., & Cook, K. S. (2021). Trust in social relations. Annual Review of Sociology, 47(1), 239–259. https://doi.org/10.1146/annurev-soc-082120-082850
Simpson, T. W. (2023). Trust: A Philosophical Study. Oxford University Press.
Tandon, A., Kaur, P., Bhatt, Y., Mäntymäki, M., & Dhir, A. (2021). Why do people purchase from food delivery apps? A consumer value perspective. Journal of Retailing and Consumer Services, 63, 102667. https://doi.org/10.1016/j.jretconser.2021.102667
Threstia, Y., Andajani, E., & Trisnawati, J. D. (2022, December). The influence of customer experience and perceived risk on online purchase intention. In 19th International Symposium on Management (INSYMA 2022) (pp. 1086–1093). Atlantis Press. https://doi.org/10.2991/978-94-6463-008-4_134
Ventre, L., & Kolbe, D. (2020). The impact of perceived usefulness of online reviews, trust and perceived risk on online purchase intention in emerging markets: A Mexican perspective. Journal of International Consumer Marketing, 32(4),287–299. https://doi.org/10.1080/08961530.2020.1712293
Xia, J. K. P., Lee, L. Y. Y., Aryani, D. N., Cheah, Y. X., Chee, Y. X., Cheang, W. H., …, & Kee, D. M. H. (2025). Determinants of customer experience and satisfaction among users of digital e?hailing service. Asia Pacific Journal of Management and Education, 8(3), 373–389. https://doi.org/10.32535/apjme.v8i3.4259
Yeo, S. F., Tan, C. L., Teo, S. L., & Tan, K. H. (2021). The role of food apps servitization on repurchase intention: A study of FoodPanda. International Journal of Production Economics, 234, 108063. https://doi.org/10.1016/j.ijpe.2021.108063
Yo, P. W., Kee, D. M. H., Yu, J. W., Hu, M. K., Jong, Y. C., Ahmed, Z., ... & Nair, R. K. (2021). The influencing factors of customer satisfaction: A case study of Shopee in Malaysia. Studies of Applied Economics, 39(12). https://doi.org/10.25115/eea.v39i12.6839
DOI: https://doi.org/10.32535/ijthap.v9i2.4691
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