Ease of Use and Attitude to Optimize Purchase Intention: Study of Ride-Hailing Consumers

  • Siska Rahmawati Universitas Islam Indonesia, Yogyakarta, Indonesia
  • Endy Gunanto Marsasi Universitas Islam Indonesia, Yogyakarta, Indonesia https://orcid.org/0000-0002-4130-7645
Keywords: Perceived Usefulness, Credibility, Perceived Ease of Use, Satisfaction, Attitude, Purchase Intention

Abstract

Various types of public transportation are available in the environment, but ride-hailing services remain the primary choice for customers. This study examines the role of perceived usefulness, perceived ease of use, and attitude in maximizing purchase intention based on the Technology Acceptance Model (TAM), which explains how users come to accept and use technology based on its perceived benefit and usability. The research focuses on ride-hailing services among generations Y and Z. The research applied a quantitative methodology and purposive sampling technique, collecting 176 samples. The data were analyzed using structural equation modelling (SEM) with SPSS 29 and AMOS Graphics 26 software, as SEM is particularly suitable for examining complex relationships between multiple variables simultaneously. The novelty of this research is the addition of attitude variables as a mediating factor, an aspect that has been underexplored in previous TAM studies within ride-hailing contexts. The results showed that perceived ease of use does not affect user satisfaction with ride-hailing services, and a significant negative effect of attitude on purchase intention was found. These findings can help service providers set strategies to improve perceived ease of use and consumer attitudes toward ride-hailing services and facilitate the implementation of marketing strategies in the future.

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References

Abdul-Halim, N. A., Vafaei-Zadeh, A., Hanifah, H., Teoh, A. P., & Nawaser, K. (2022). Understanding the determinants of e-wallet continuance usage intention in Malaysia. Quality and Quantity, 56(5), 3413–3439. https://doi.org/10.1007/s11135-021-01276-7

Abu-Alsondos, I. A., Alkhwaldi, A. F., Salhab, H. A., Shehadeh, M., & Ali, B. J. A. (2023). Customer attitudes towards online shopping: A systematic review of the influencing factors. International Journal of Data and Network Science, 7(1), 513–524. https://doi.org/10.5267/j.ijdns.2022.12.013

Acikgoz, F., & Vega, R. P. (2022). The Role of Privacy Cynicism in Consumer Habits with Voice Assistants: A Technology Acceptance Model Perspective. International Journal of Human-Computer Interaction, 38(12), 1138–1152. https://doi.org/10.1080/10447318.2021.1987677

Akther, T., & Nur, T. (2022). A model of factors influencing COVID-19 vaccine acceptance: A synthesis of the theory of reasoned action, conspiracy theory belief, awareness, perceived usefulness, and perceived ease of use. PLoS ONE, 17(1 January), 1–20. https://doi.org/10.1371/journal.pone.0261869

Al-Abbadi, L. H., Bader, D. M. K., Mohammad, A., Al-Quran, A. Z., Aldaihani, F. M. F., Al-Hawary, S. I. S., & Alathamneh, F. F. (2022). The effect of online consumer reviews on purchasing intention through product mental image. International Journal of Data and Network Science, 6(4), 1519–1530. https://doi.org/10.5267/j.ijdns.2022.5.001

Al-Adwan, A. S., Li, N., Al-Adwan, A., Abbasi, G. A., Albelbisi, N. A., & Habibi, A. (2023). “Extending the Technology Acceptance Model (TAM) to Predict University Students’ Intentions to Use Metaverse-Based Learning Platforms”. Education and Information Technologies, 28(11), 15381–15413. https://doi.org/10.1007/s10639-023-11816-3

Al-Gasawneh, J. A., Al Khoja, B., Al-Qeed, M. A., Nusairat, N. M., Hammouri, Q., & Anuar, M. M. (2022). Mobile-customer relationship management and its effect on post-purchase behavior: The moderating of perceived ease of use and perceived usefulness. International Journal of Data and Network Science, 6(2), 439–448. https://doi.org/10.5267/j.ijdns.2021.12.010

Al-Hattami, H. M. (2021). Determinants of intention to continue usage of online shopping under a pandemic: COVID-19. Cogent Business and Management, 8(1). https://doi.org/10.1080/23311975.2021.1936368

Al-Rahmi, W. M., Yahaya, N., Alturki, U., Alrobai, A., Aldraiweesh, A. A., Omar Alsayed, A., & Kamin, Y. Bin. (2022). Social media–based collaborative learning: the effect on learning success with the moderating role of cyberstalking and cyberbullying. Interactive Learning Environments, 30(8), 1434–1447. https://doi.org/10.1080/10494820.2020.1728342

Alam, S. S., Ahmad, M., Othman, A. S., Shaari, Z. B. H., & Masukujjaman, M. (2021). Factors affecting photovoltaic solar technology usage intention among households in Malaysia: Model integration and empirical validation. Sustainability (Switzerland), 13(4), 1–20. https://doi.org/10.3390/su13041773

Almansour, B., & Elkrghli, S. (2023). Factors Influencing Customer Satisfaction on E-Banking Services: A Study of Libyan Banks. International Journal of Technology, Innovation and Management (IJTIM), 3(1), 34–42. https://journals.gaftim.com/index.php/ijtim/article/view/211

Alotaibi, M., & Hidayat-ur-Rehman, I. (2024). An empirical analysis of user intention to use chatbots for airline tickets consultation. Journal of Science and Technology Policy Management. https://doi.org/10.1108/JSTPM-03-2024-0087

Ambalov, I. A. (2021). Decomposition of perceived usefulness: A theoretical perspective and empirical test. Technology in Society, 64(January), 101520. https://doi.org/10.1016/j.techsoc.2020.101520

Antwi, S. (2021). “I just like this e-Retailer”: Understanding online consumers repurchase intention from relationship quality perspective. Journal of Retailing and Consumer Services, 61(April), 102568. https://doi.org/10.1016/j.jretconser.2021.102568

Anum, I., Khan, M., & Azmat, S. Z. (2023). Brand Credibility: Navigating the Pathway to Customer Satisfaction and Loyalty. Pakistan Journal of Humanities and Social Sciences, 11(4), 3903–3912. https://doi.org/10.52131/pjhss.2023.1104.0659

Ao, L., Bansal, R., Pruthi, N., & Khaskheli, M. B. (2023). Impact of Social Media Influencers on Customer Engagement and Purchase Intention: A Meta-Analysis. Sustainability (Switzerland), 15(3), 1–15. https://doi.org/10.3390/su15032744

Aulia, N. S., & Marsasi, E. G. (2024). The Role of Perceived Usefulness, Perceived Ease of Use, and Task Technology Fit to Increase Perceived Impact on Learning. Sentralisasi, 13(1), 163–181. https://doi.org/10.33506/sl.v13i1.3031

Balaskas, S., Panagiotarou, A., & Rigou, M. (2023). Impact of Environmental Concern, Emotional Appeals, and Attitude toward the Advertisement on the Intention to Buy Green Products: The Case of Younger Consumer Audiences. Sustainability (Switzerland), 15(17). https://doi.org/10.3390/su151713204

Bossman, A., & Agyei, S. K. (2022). Technology and instructor dimensions, e-learning satisfaction, and academic performance of distance students in Ghana. Heliyon, 8(4). https://doi.org/10.1016/j.heliyon.2022.e09200

Bueno, S., & Gallego, M. D. (2021). Ewom in c2c platforms: Combining iam and customer satisfaction to examine the impact on purchase intention. Journal of Theoretical and Applied Electronic Commerce Research, 16(5), 1612–1630. https://doi.org/10.3390/jtaer16050091

Camilleri, M. A., & Falzon, L. (2021). Understanding motivations to use online streaming services: integrating the technology acceptance model (TAM) and the uses and gratifications theory (UGT). Spanish Journal of Marketing - ESIC, 25(2), 217–238. https://doi.org/10.1108/SJME-04-2020-0074

Carfora, V., Buscicchio, G., & Catellani, P. (2024). Proenvironmental self identity as a moderator of psychosocial predictors in the purchase of sustainable clothing. Scientific Reports, 14(1), 23968. https://doi.org/10.1038/s41598-024-74234-6

Cattapan, T., & Pongsakornrungsilp, S. (2022). Impact of omnichannel integration on Millennials’ purchase intention for fashion retailer. Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2022.2087460

Chan, G.-Y. (2022). 5 ways Uber can increase ridership and retention in 2022. Medium.Com. https://medium.com/garyyauchan/5-ways-uber-can-increase-ridership-and-retention-in-2022-24953252c01d

Chawla, D., & Joshi, H. (2023). Role of Mediator in Examining the Influence of Antecedents of Mobile Wallet Adoption on Attitude and Intention. Global Business Review, 24(4), 609–625. https://doi.org/10.1177/0972150920924506

Chen, C. H., Chen, I. F., Tsaur, R. C., & Chui, L. Y. (2023). User behaviors analysis on OTT platform with an integration of technology acceptance model. Quality and Quantity, 57(6), 5673–5691. https://doi.org/10.1007/s11135-023-01623-w

Cheng, T. H., Chen, S. C., & Hariguna, T. (2021). The Empirical Study of Usability and Credibility on Intention Usage of Government-to-Citizen Services. Journal of Applied Data Sciences, 2(2), 36–44. https://doi.org/10.47738/jads.v2i2.30

Choi, H. S., & Jo, D. H. (2021). The Effects of Rapport-Building on Medical Service. Studies in Computational Intelligence. https://doi.org/https://dx.doi.org/10.1007/978-3-030-67008-5_9

Creswell, J. W., & Cresswell, J. D. (2022). Research Design: Qualitative, Quantitative, and Mixes Methods Approaches. In Sage Publication, Inc (Fifth). Sage Publication, Inc. https://doi.org/10.4324/9780429469237-3

Cuong, D. T. (2023). Determinants affecting online shopping consumers’ satisfaction and repurchase intention: Evidence from Vietnam. Innovative Marketing, 19(1), 126–139. https://doi.org/10.21511/im.19(1).2023.11

Dabija, D. C., Csorba, L. M., Isac, F. L., & Rusu, S. (2023). Managing Sustainable Sharing Economy Platforms: A Stimulus–Organism–Response Based Structural Equation Modelling on an Emerging Market. Sustainability (Switzerland), 15(6). https://doi.org/10.3390/su15065583

Daneji, A. A., Ayub, A. F. M., & Khambari, M. N. M. (2019). The effects of perceived usefulness, confirmation and satisfaction on continuance intention in using massive open online course (MOOC). Knowledge Management and E-Learning, 11(2), 201–214. https://doi.org/10.34105/j.kmel.2019.11.010

De Canio, F., Martinelli, E., Peruzzini, M., & Cavallaro, S. (2022). Experiencing a Food Production Site Using Wearable Devices: The Indirect Impact of Immersion and Presence in VR Tours. Sustainability (Switzerland), 14(5). https://doi.org/10.3390/su14053064

Dokhanian, S., Roustapisheh, N., Heidari, S., & Rezvani, S. (2022). The Effectiveness of System Quality, Habit, and Effort Expectation on Library Application Use Intention: The Mediating Role of Perceived Usefulness, Perceived Ease of Use, and User Satisfaction. International Journal of Business Information Systems, 1(1), 1. https://doi.org/10.1504/ijbis.2022.10049515

El-Shihy, D. (2024). Unveiling the psychological mechanisms behind sports celebrity social media endorsements. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2376771

Fatma, M., & Khan, I. (2023). CSR Influence on Brand Loyalty in Banking: The Role of Brand Credibility and Brand Identification. Sustainability (Switzerland), 15(1). https://doi.org/10.3390/su15010802

Filieri, R., Acikgoz, F., Ndou, V., & Dwivedi, Y. (2021). Is TripAdvisor still relevant? The influence of review credibility, review usefulness, and ease of use on consumers’ continuance intention. International Journal of Contemporary Hospitality Management, 33(1), 199–223. https://doi.org/10.1108/IJCHM-05-2020-0402

Grand View Research. (2022). GVR Report cover Ride Hailing Services Market Size, Share & Trends Analysis Report By Offering (E-hailing, Car Sharing, Rental), By Region (North America, Europe, Asia Pacific, Central & South America, Middle East & Africa), And Segment Forecasts, 2022 -. Grand View Research. https://www.grandviewresearch.com/industry-analysis/ride-hailing-services-market#

Gurban, M. A., & Almogren, A. S. (2022). Students’ Actual Use of E-Learning in Higher Education During the COVID-19 Pandemic. SAGE Open, 12(2). https://doi.org/10.1177/21582440221091250

Hair, J. F., Balck, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate Data Analysis. In Cengage Learning EMEA (Eight, Vol. 19, Issue 3). Annabel Ainscow. https://doi.org/10.5117/2006.019.003.007

Herzallah, D., Muñoz-Leiva, F., & Liebana-Cabanillas, F. (2022). Drivers of purchase intention in Instagram Commerce. Spanish Journal of Marketing - ESIC, 26(2), 168–188. https://doi.org/10.1108/SJME-03-2022-0043

Hmoud, H., Nofal, M., Yaseen, H., Al-Masaeed, S., & Alfawwaz, B. M. (2022). The effects of social media attributes on customer purchase intention: The mediation role of brand attitude. International Journal of Data and Network Science, 6(4), 1543–1556. https://doi.org/10.5267/j.ijdns.2022.4.022

Ho Nguyen, H., Nguyen-Viet, B., Hoang Nguyen, Y. T., & Hoang Le, T. (2022). Understanding online purchase intention: the mediating role of attitude towards advertising. Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2022.2095950

Hsiao, C. H., Tang, K. Y., & Su, Y. S. (2021). An Empirical Exploration of Sports Sponsorship: Activation of Experiential Marketing, Sponsorship Satisfaction, Brand Equity, and Purchase Intention. Frontiers in Psychology, 12(June), 1–13. https://doi.org/10.3389/fpsyg.2021.677137

Ilieva, G., Yankova, T., Dzhabarova, Y., Ruseva, M., Angelov, D., & Klisarova-Belcheva, S. (2023). Customer Attitude toward Digital Wallet Services. Systems, 11(4). https://doi.org/10.3390/systems11040185

Jamil, K., Dunnan, L., Gul, R. F., Shehzad, M. U., Gillani, S. H. M., & Awan, F. H. (2022). Role of Social Media Marketing Activities in Influencing Customer Intentions: A Perspective of a New Emerging Era. Frontiers in Psychology, 12(January), 1–12. https://doi.org/10.3389/fpsyg.2021.808525

Jansom, A., Srisangkhajorn, T., & Limarunothai, W. (2022). “How chatbot e-services motivate communication credibility and lead to customer satisfaction: The perspective of Thai consumers in the apparel retailing context.” Innovative Marketing, 18(3), 13–25. https://doi.org/10.21511/im.18(3).2022.02

Jiang, H., Islam, A. Y. M. A., Gu, X., Spector, J. M., & Chen, S. (2022). Technology-Enabled E-Learning Platforms in Chinese Higher Education During the Pandemic Age of COVID-19. SAGE Open, 12(2). https://doi.org/10.1177/21582440221095085

Jung, T. H., Bae, S., Moorhouse, N., & Kwon, O. (2021). The impact of user perceptions of AR on purchase intention of location-based AR navigation systems. Journal of Retailing and Consumer Services, 61(March). https://doi.org/10.1016/j.jretconser.2021.102575

Kim, H., & Lee, N. (2022). The Effects of the In-Flight Safety Information Characteristics on the Safety Behavioral Intention of Airline Passengers. Sustainability (Switzerland), 14(5), 1–16. https://doi.org/10.3390/su14052819

Kim, S., & Manoli, A. E. (2024). Transforming sport consumption: exploring motivated sport fans innovativeness in the context of AR live sport streaming. International Journal of Sports Marketing and Sponsorship, 25(2), 444–463. https://doi.org/10.1108/IJSMS-09-2023-0180

Leclercq-Machado, L., Alvarez-Risco, A., Gómez-Prado, R., Cuya-Velásquez, B. B., Esquerre-Botton, S., Morales-Ríos, F., Almanza-Cruz, C., Castillo-Benancio, S., Anderson-Seminario, M. de las M., Del-Aguila-Arcentales, S., & Yáñez, J. A. (2022). Sustainable Fashion and Consumption Patterns in Peru: An Environmental-Attitude-Intention-Behavior Analysis. Sustainability (Switzerland), 14(16), 1–18. https://doi.org/10.3390/su14169965

Lee, C. K. H., & Wong, A. O. M. (2021). Antecedents of consumer loyalty in ride-hailing. Transportation Research Part F: Traffic Psychology and Behaviour, 80, 14–33. https://doi.org/10.1016/j.trf.2021.03.016

Lee, V., Park, S., & Lee, D. (2022). The Effect of E-commerce Servi ce Quali ty Factors on Customer Sati sfacti on, Purchase Intention, and Actual Purchase in Uzbekistan. Global Business and Finance Review, 27(3), 56–74. https://doi.org/10.17549/gbfr.2022.27.3.56

Lin, B., Chen, Y., & Zhang, L. (2022). Research on the factors influencing the repurchase intention on short video platforms: A case of China. PLoS ONE, 17(3 March), 1–14. https://doi.org/10.1371/journal.pone.0265090

Ly, B., & Ly, R. (2022). Internet banking adoption under Technology Acceptance Model—Evidence from Cambodian users. Computers in Human Behavior Reports, 7(May). https://doi.org/10.1016/j.chbr.2022.100224

Maharani, N. P., & Marsasi, E. G. (2024). The Influence of Customer Satisfaction and Consumer Brand Relationship pn Future Intention Based on Optimal Experience Theory. FIRM Journal of Management Studies, 9(1), 1. https://doi.org/10.33021/firm.v9i1.4905

Marangunić, N., & Granić, A. (2015). Technology acceptance model: a literature review from 1986 to 2013. Universal Access in the Information Society, 14(1), 81–95. https://doi.org/10.1007/s10209-014-0348-1

Mariano, J., Marques, S., Ramos, M. R., Gerardo, F., Cunha, C. L. da, Girenko, A., Alexandersson, J., Stree, B., Lamanna, M., Lorenzatto, M., Mikkelsen, L. P., Bundgård-Jørgensen, U., Rêgo, S., & de Vries, H. (2022). Too old for technology? Stereotype threat and technology use by older adults. Behaviour and Information Technology, 41(7), 1503–1514. https://doi.org/10.1080/0144929X.2021.1882577

Marsasi, E. G., Barqiah, S., & Gusti, Y. K. (2024). Investigation of the Effects of Social Capital on Information/Knowledge-Sharing Behavior that Drives Gen Z Purchase Intentions through Social Commerce. Media Ekonomi Dan Manajemen, 39(1), 42. https://doi.org/10.56444/mem.v39i1.4200

Marsasi, E. G., Rizan, M., Barqiah, S., & Gusti, Y. K. (2024). Customer Self-Congruity And Brand Image On Purchase Decision: The Role Of Gender And Age As Control Variables. Media Ekonomi Dan Manajemen, 39(2), 199–214. https://doi.org/http://dx.doi.org/10.56444/mem.v39i2.4541

Miao, M., Jalees, T., Zaman, S. I., Khan, S., Hanif, N. ul A., & Javed, M. K. (2022). The influence of e-customer satisfaction, e-trust and perceived value on consumer’s repurchase intention in B2C e-commerce segment. Asia Pacific Journal of Marketing and Logistics, 34(10), 2184–2206. https://doi.org/10.1108/APJML-03-2021-0221

Mishra, A., Shukla, A., Rana, N. P., Currie, W. L., & Dwivedi, Y. K. (2023). Re-examining post-acceptance model of information systems continuance: A revised theoretical model using MASEM approach. International Journal of Information Management, 68(August 2022). https://doi.org/10.1016/j.ijinfomgt.2022.102571

Molinillo, S., Caballero-Galeote, L., Liébana-Cabanillas, F., & Ruiz-Montañez, M. (2024). Understanding users’ willingness to travel on autonomous buses: The moderating effect of experience. Journal of Retailing and Consumer Services, 81(June). https://doi.org/10.1016/j.jretconser.2024.103931

Muñoz-Carril, P. C., Hernández-Sellés, N., Fuentes-Abeledo, E. J., & González-Sanmamed, M. (2021). Factors influencing students’ perceived impact of learning and satisfaction in Computer Supported Collaborative Learning. Computers and Education, 174(February). https://doi.org/10.1016/j.compedu.2021.104310

Nekmahmud, M., Naz, F., Ramkissoon, H., & Fekete-Farkas, M. (2022). Transforming consumers’ intention to purchase green products: Role of social media. Technological Forecasting and Social Change, 185(September). https://doi.org/10.1016/j.techfore.2022.122067

Ngo, T. T. A., Bui, C. T., Chau, H. K. L., & Tran, N. P. N. (2024). Electronic word-of-mouth (eWOM) on social networking sites (SNS): Roles of information credibility in shaping online purchase intention. Heliyon, 10(11). https://doi.org/10.1016/j.heliyon.2024.e32168

Nguyen-Phuoc, D. Q., Tran, P. T. K., Su, D. N., Oviedo-Trespalacios, O., & Johnson, L. W. (2021). The formation of passenger loyalty: Differences between ride-hailing and traditional taxi services. Travel Behaviour and Society, 24(March), 218–230. https://doi.org/10.1016/j.tbs.2021.04.006

Olayode, I. O., Severino, A., Justice Alex, F., Macioszek, E., & Tartibu, L. K. (2023). Systematic review on the evaluation of the effects of ride-hailing services on public road transportation. Transportation Research Interdisciplinary Perspectives, 22(April), 0–3. https://doi.org/10.1016/j.trip.2023.100943

Palos-Sanchez, P. R., Saura, J. R., Martin, M. Á. R., & Aguayo-Camacho, M. (2021). Toward a better understanding of the intention to use mhealth apps: Exploratory study. JMIR MHealth and UHealth, 9(9). https://doi.org/10.2196/27021

Pereira, R., & Tam, C. (2021). Impact of enjoyment on the usage continuance intention of video-on-demand services. Information and Management, 58(7), 103501. https://doi.org/10.1016/j.im.2021.103501

Pop, R. A., Hlédik, E., & Dabija, D. C. (2023). Predicting consumers’ purchase intention through fast fashion mobile apps: The mediating role of attitude and the moderating role of COVID-19. Technological Forecasting and Social Change, 186(August 2022). https://doi.org/10.1016/j.techfore.2022.122111

Pratista, N. D., & Marsasi, E. G. (2024). Effects Of Perceived Usefulness And Perceived Ease Of Use For Driving Purchase Intention. Jurnal Ekonomi, 28(3), 488–509. https://doi.org/10.24912/je.v28i3.1940

Rahman, S. ur, Nguyen-Viet, B., Nguyen, Y. T. H., & Kamran, S. (2024). Promoting fintech: driving developing country consumers’ mobile wallet use through gamification and trust. International Journal of Bank Marketing, 42(5), 841–869. https://doi.org/10.1108/IJBM-01-2023-0033

Román-Augusto, J. A., Garrido-Lecca-Vera, C., Lodeiros-Zubiria, M. L., & Mauricio-Andia, M. (2022). Green Marketing: Drivers in the Process of Buying Green Products—The Role of Green Satisfaction, Green Trust, Green WOM and Green Perceived Value. Sustainability (Switzerland), 14(17). https://doi.org/10.3390/su141710580

Rostami, M. R., & Mirshahi, H. (2022). The Relationship Marketing Performance Evaluating in Financial Services Sector of Project Management. Shock and Vibration, 2022. https://doi.org/10.1155/2022/9271823

Sabina, A. S., & Marsasi, E. G. (2024). Influencer ’ S Trustworthiness And Attitude To Increase Purchase Intention In Generation Z Based On Theory Of Planned Behavior. 17(1), 1–22.

Santo, P. E., & Marques, A. M. A. (2022). Determinants of the online purchase intention: hedonic motivations, prices, information and trust. Baltic Journal of Management, 17(1), 56–71. https://doi.org/10.1108/BJM-04-2021-0140

Sayaf, A. M., Alamri, M. M., Alqahtani, M. A., & Alrahmi, W. M. (2022). Factors Influencing University Students’ Adoption of Digital Learning Technology in Teaching and Learning. Sustainability (Switzerland), 14(1), 1–18. https://doi.org/10.3390/su14010493

Sulaiman, T. T., Mahomed, A. S. B., Rahman, A. A., & Hassan, M. (2023). Understanding Antecedents of Learning Management System Usage among University Lecturers Using an Integrated TAM-TOE Model. Sustainability (Switzerland), 15(3). https://doi.org/10.3390/su15031885

The advantages of using ride-hailing as a mode of transportation. (2022). Bolt Blog. https://bolt.eu/en-mt/blog/the-advantages-of-using-ride-hailing-as-a-mode-of-transportation/

Thi Uyen Nguyen, T., Van Nguyen, P., Thi Ngoc Huynh, H., Truong, G. Q., & Do, L. (2024). Unlocking e-government adoption: Exploring the role of perceived usefulness, ease of use, trust, and social media engagement in Vietnam. Journal of Open Innovation: Technology, Market, and Complexity, 10(2). https://doi.org/10.1016/j.joitmc.2024.100291

Venkates, V., & Davis, F. D. (2000). A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies. Management Science, 46(2), 186–204. https://doi.org/https://doi.org/10.1287/mnsc.46.2.186.11926

Vo, T., & Van, H.-T. (2021). Understanding Factors Influencing Intention to Use E-government Services in Vietnam : Focused on Privacy. In Studies in Computational Intelligence (pp. 26–36). Springer Nature Switzerland. https://doi.org/https://dx.doi.org/10.1007/978-3-030-67008-5_2

Wang, S., Liao, Y. K., Wu, W. Y., & Lê, H. B. K. (2021). The role of corporate social responsibility perceptions in brand equity, brand credibility, brand reputation, and purchase intentions. Sustainability (Switzerland), 13(21), 1–19. https://doi.org/10.3390/su132111975

Yang, T., Yang, F., & Men, J. (2023). Recommendation content matters! Exploring the impact of the recommendation content on consumer decisions from the means-end chain perspective. International Journal of Information Management, 68(September 2022), 102589. https://doi.org/10.1016/j.ijinfomgt.2022.102589

Yin, L. X., & Lin, H. C. (2022). Predictors of customers’ continuance intention of mobile banking from the perspective of the interactivity theory. Economic Research-Ekonomska Istrazivanja , 35(1), 6820–6849. https://doi.org/10.1080/1331677X.2022.2053782

Yu, Z., & Cai, K. (2022). Perceived Risks toward In-Vehicle Infotainment Data Services on Intelligent Connected Vehicles. Systems, 10(5). https://doi.org/10.3390/systems10050162

Zayed, M. F., Gaber, H. R., & El Essawi, N. (2022). Examining the Factors That Affect Consumers’ Purchase Intention of Organic Food Products in a Developing Country. Sustainability (Switzerland), 14(10). https://doi.org/10.3390/su14105868

Zhai, L., Yin, P., Li, C., Wang, J., & Yang, M. (2022). Investigating the Effects of Video-Based E-Word-of-Mouth on Consumers’ Purchase Intention: The Moderating Role of Involvement. Sustainability (Switzerland), 14(15). https://doi.org/10.3390/su14159522

Zhang, S., Fang, Y., Zhang, Y., & Zhang, S. (2022). The Effect of Brand Internationalization Strategy on Domestic Consumers’ Purchase Intention: Configuration Analysis Based on Brand Authenticity Perspective. Frontiers in Psychology, 13(June). https://doi.org/10.3389/fpsyg.2022.891974

Zirena-Bejarano, P. P., Zirena, E. M. C., & De La Gala-Velásquez, B. R. (2022). Determining the impact of brand value on the credibility of influencers over the purchase decision of millennial consumers. Innovative Marketing, 18(2), 135–147. https://doi.org/10.21511/im.18(2).2022.12

Published
2025-05-02
How to Cite
Rahmawati, S., & Marsasi, E. (2025). Ease of Use and Attitude to Optimize Purchase Intention: Study of Ride-Hailing Consumers. Indonesian Interdisciplinary Journal of Sharia Economics (IIJSE), 8(2), 5166-5194. https://doi.org/10.31538/iijse.v8i2.6611