Assessing User Satisfaction of Smart Parking Payment System in Selangor
DOI:
https://doi.org/10.32890/jdsd2025.3.1.2Keywords:
Mobile Payment, Smart Selangor Parking, User SatisfactionAbstract
The Smart Selangor Parking (SSP) app aims to enhance digital adoption in Selangor's journey toward becoming a livable smart state. However, user satisfaction with the app remains unclear, raising concerns about its effectiveness in fostering economically productive and environmentally conscious communities. The research question is: What factors significantly influence user satisfaction with the SSP application? Thus, the objectives are to identify the factors influencing user satisfaction with SSP and determine which factors have the most significant impact. This analysis aims to provide insights into areas that require improvement to enhance the app's effectiveness and adoption. This study follows a quantitative design to assess user satisfaction with the SSP app. It includes three phases: definition, exploratory, and confirmation. In the definition phase, the research problem and objectives are set. The exploratory phase involves collecting data and refining the research questions. The confirmation phase rigorously tests hypotheses using statistical techniques. Validation activities ensure the reliability and validity of the findings, such as ensuring accurate measurements and testing the consistency of data collection methods. The findings revealed that user satisfaction with the Smart Selangor Parking app is most influenced by learnability, which ensures ease of use and minimises distractions. Helpfulness also plays a significant role, as providing relevant information enhances user satisfaction. Emotional attachment, controllability, and efficiency were also factors, though efficiency had the least impact. Overall, this study emphasises the importance of usability, clear information, and user-centred design in enhancing satisfaction. This study contributes to understanding factors influencing user satisfaction with mobile parking payment applications in Malaysia, offering valuable insights for developers and policymakers. It highlights the importance of usability, user perceptions, and barriers to adoption, guiding future research and enhancing the effectiveness of mobile payment systems for parking.
References
Abd Wahab, D. (2023, June 8). Smart Parking app records 2.6 million users, reducing paper use — Exco. Selangor Journal. https://selangorjournal.my/2023/06/smart-parking-app-records-2-6-mln-users-reduce-use-of-paper-exco/
Abdellah, R. H. B., and Fernandez, D. (2021). Faktor yang mendorong generasi Y dalam penggunaan dompet elektronik. Research in Management of Technology and Business, 2(1), 47–59. About us – Smart Selangor. (n.d.). https://www.smartselangor.com.my/about-us/
Academy, E., and Academy, E. (2024, February 28). Why is a pilot study important in research? Enago Academy. https://www.enago.com/academy/pilot-study-defines-a-good-research-design/#:~:text=Importance%20of%20Pilot%20Study%20in,may%20negatively%20affe ct%20your%20project.
Ahmed, H. M., Alkhateeb, N. E., Shabila, N. P., & Ahmad, A. A. (2024). Research practice, satisfaction, motivation, and challenges among university academics in Kurdistan Region of Iraq. PLoS ONE, 19(4), e0302540. https://doi.org/10.1371/journal.pone.0302540
Alalwan, A. A., Dwivedi, Y. K., & Rana, N. P. (2017). Factors influencing adoption of mobile banking by Jordanian bank customers: Extending UTAUT2 with trust. International Journal of Information Management, 37(3), 99–110. https://doi.org/10.1016/j.ijinfomgt.2017.01.002
AlSokkar, A. a. M., Law, E. L., AlMajali, D. A., Al-Gasawneh, J. A., and Alshinwan, M. (2024). An Indexed Approach for Expectation-Confirmation Theory: A Trust-based Model. Electronic Markets, 34(1). https://doi.org/10.1007/s12525-024-00694-3
App Store. (2018, April 23). Smart Selangor Parking. https://apps.apple.com/us/app/smart-selangor-parking/id1369995577
Badshah, S., Khan, A. A., Hussain, S., & Khan, B. (2020). What users think about the usability of smartphone applications: a diversity-based empirical investigation. Multimedia Tools and Applications, 80(6), 9177–9207. https://doi.org/10.1007/s11042-020-10099-x
Bank Negara Malaysia. (n.d.). Payment Systems in Malaysia. https://www.bnm.gov.my. https://www.bnm.gov.my/types-of-payment-systems#:~:text=E-money%20is%20a%20payment,goods%20and%20services%20from%20merchants.
Boxall, P. (2013). Twenty-First-Century fiction. https://doi.org/10.1017/cbo9780511902727
Burns, A., Veeck, A., & Bush, R. (2013). Marketing research (7th ed.). Pearson.
Cabrera-Nguyen, P. (2010). Author Guidelines for reporting scale development and validation results in the Journal of the Society for Social Work and Research. Journal of the Society for Social Work and Research, 1(2), 99–103. https://doi.org/10.5243/jsswr.2010.8 Cashless parking Catches on – Smart Selangor. (2022, February 28). https://www.smartselangor.com.my/2022/02/28/cashless-parking-atches-on/
Cavada, M., Hunt, D. V. L., and Rogers, C. D. F. (Eds.). (2014). Smart cities: contradicting definitions and unclear measures. MDPI. https://doi.org/10.3390/wsf-4-f004
Chua, Y. (2011). Kaedah dan statistik penyelidikan: kaedah penyelidikan. In McGraw-Hill Education eBooks. http://eprints.um.edu.my/10246/
Dwiyana, D., and Muqorobin, M. (2021). Analysis of Adi Soemarmo Solo Airport Parking Payment System. International Journal of Computer and Information System (IJCIS), 2(1), 1–3. https://doi.org/10.29040/ijcis.v2i1. eBusiness@Newcastle. (n.d.). Expectation Confirmation Theory - TheoryHub - Academic theories reviews for research and TandL. https://open.ncl.ac.uk/theories/14/expectation-confirmation-theory/
Farag, S., Schwanen, T., Dijst, M., & Faber, J. (2007). Shopping online and/or in-store? A structural equation model of the relationships between e-shopping and in-store shopping. Transportation Research Part a Policy and Practice, 41(2), 125–141. https://doi.org/10.1016/j.tra.2006.02.003
Fatima, T., Kashif, S., Kamran, M., & Awan, T. M. (2021). Examining Factors Influencing Adoption of M-Payment: Extending UTAUT2 with Perceived Value. Research Gate. https://www.researchgate.net/publication/352847396_Examining_Factors_Influencing_ Adoption_of_M-Payment_Extending_UTAUT2_with_Perceived_Value
Furlong, M. J., You, S., Renshaw, T. L., Smith, D. C., and O'Malley, M. D. (2013). Preliminary development and validation of the Social and Emotional Health Survey for secondary school students. Social Indicators Research, 117(3), 1011–1032. https://doi.org/10.1007/s11205-013-0373-0
GceLab. (n.d.). Smart Parking Solutions: Revolutionising urban mobility and convenience. https://www.gcelab.com/blog/smart-parking-solutions-revolutionizing-urban-mobility- and-convenience Guide On: Parking Services (2022nd ed., Vol. 2). (2022). Royal Malaysian Customs Department, Sales and Service Tax Division, Putrajaya. https://mysst.customs.gov.my/assets/document/Industry%20Guides/GI/Guide%20on% Parking%20Services%2020220110.pdf
Gunnell, M. (2024, May). Mobile Application. https://www.techopedia.com/definition/2953/mobile-application-mobile-app
Gupta, R., Kapoor, C., & Yadav, J. (2020). Acceptance towards digital payments and improvements in the cashless payment ecosystem. 2020 International Conference for Emerging Technology (INCET). https://doi.org/10.1109/incet49848.2020.9154024
Hemmati, R. (2024). District energy systems. In Elsevier eBooks (pp. 201–259). https://doi.org/10.1016/b978-0-443-23728-7.00009-6
Hinkin, T. R. (1998). A brief tutorial on the development of measures for use in survey questionnaires. Organisational Research Methods, 1(1), 104–121. https://doi.org/10.1177/109442819800100106
Hollands, R. (2008). Will the real smart city please stand up? City: Analysis of Urban Trends. Research Gate. https://doi.org/10.1080/13604810802479126
Hoque, S. (2019). An empirical study on customer satisfaction: Mobile phone users in an emerging market. www.academia.edu. https://www.academia.edu/96480822/An_empirical_study_on_customer_satisfaction_M obile_phone_users_in_an_emerging_market
Husain, A., Varshney, T., Bhatnagar, S., and Satsangi, A. K. (2019). E-Satisfaction towards cashless Transactions: Re-Tests model for e-Tourism. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3376618
Kagan, J. (2024, July 1). What is a digital wallet? Investopedia. https://www.investopedia.com/terms/d/digital-wallet.asp
Kedah, Z., Ismail, Y., Haque, A. K. M. A., & Ahmed, S. (2015). Key success factors of Online food ordering Services: An Empirical study. Malaysian Management Review, 50(2). http://ur.aeu.edu.my/529/1/Key%20Success%20Factors%20of%20Online%20Food% Ordering%20Services-2-19.pdf
Kim, S. C., Yoon, D., & Han, E. K. (2014). Antecedents of mobile app usage among smartphone users. Journal of Marketing Communications, 22(6), 653–670. https://doi.org/10.1080/13527266.2014.951065
Koch, R., and Koch, R. (2024, August 15). Reason: User satisfaction: Key strategies for improving customer experience. https://www.resonio.com/blog/user-satisfaction/
Koestler Parapsychology Unit Study Registry. (2018, January 27). Exploratory and Confirmatory Analyses.https://www.koestler-parapsychology.psy.ed.ac.uk/Documents/explore_confirm.pdf
Ling, G. M., Tiep, H. S., and Er, N. Z. (2021). Customer Satisfaction Towards Mobile Food Delivery Apps during COVID-19 Pandemic. GATR Journal of Management and Marketing Review, 6(3), 191–201. https://doi.org/10.35609/jmmr.2021.6.3(5
Litman, T. (2023). Parking management : strategies, evaluation and planning. Victoria Transport Policy Institute. https://www.vtpi.org/park_man.pdf
Locke, E. A. (1976). The nature and causes of job satisfaction. Research Gate, 1297–1349. https://ci.nii.ac.jp/naid/10016045566
Miller, K. (2023, August 10). Understand Employee Satisfaction with Value-Percept Theory. Crowjack. https://crowjack.com/blog/strategy/motivational-theories/value-percept-theory
MyGov is the official portal of the government of Malaysia. (n.d.). https://www.malaysia.gov.my/portal/content/30629
Negmu, H. (2021). The Effect Of Perceived Quality Of Mobile Applications On Customer Satisfaction In The Case Of Ride Service Providers In Addis Ababa. http://repository.smuc.edu.et/handle/123456789/6157
O'Malley, G., Dowdall, G., Burls, A., Perry, I. J., & Curran, N. (2014). Exploring the usability of a mobile app for adolescent obesity management. JMIR Mhealth and Uhealth, 2(2), e29. https://doi.org/10.2196/mhealth.3262
Peterson, T., and Wezel, R. V. (2016). The evolution of digital and mobile wallets. https://www.paymentscardsandmobile.com/wp-content/uploads/2016/10/The-Evolution-of-Digital-and-Mobile-Wallets.pdf
Prasetyo, Y. T., Tanto, H., Mariyanto, M., Hanjaya, C., Young, M. N., Persada, S. F., Miraja, B. A., and Redi, A. a. N. P. (2021). Factors Affecting Customer Satisfaction and Loyalty in Online Food Delivery Service during the COVID-19 Pandemic: Its Relation with Open Innovation. Journal of Open Innovation Technology Market and Complexity, 7(1), 76. https://doi.org/10.3390/joitmc7010076
Rahim, N. M., and Yunus, N. F. a. M. (2021). Consumer satisfaction towards e-Hailing food delivery services during the Movement Control Order period: A case study in Selangor. Journal of Science and Mathematics Letters, 9(Special), 1–9. https://doi.org/10.37134/jsml.vol9.sp.1.2021
Rogers, P. (2024). Best practices for your confirmatory factor analysis: A JASP and lavaan tutorial. Behaviour Research Methods. https://doi.org/10.3758/s13428-024-02375-7
Sekaran, U., and Bougie, J. (2009). Research Methods for Business : A Skill-Building Approach (5th Edition). Research Gate. https://research.tilburguniversity.edu/en/publications/research-methods-for-business-a-skill-building-approach-5th-editi
Shin, S., & Lee, W. (2021). Factors affecting user acceptance for NFC mobile wallets in the U.S. and Korea. Innovation and Management Review, 18(4), 417–433. https://doi.org/10.1108/inmr-02-2020-0018 Smart Selangor Parking - Apl di Google Play. (n.d.). https://play.google.com/store/apps/details?id=my.com.lits.smartselangorparkingandhl=m sandpli=1
Smith, T. A. (2020). The role of customer personality in satisfaction, attitude-to-brand and loyalty in mobile services. Spanish Journal of Marketing - ESIC, 24(2), 155–175. https://doi.org/10.1108/sjme-06-2019-0036
Tak, P., and Panwar, S. (2017). Using UTAUT 2 model to predict mobile app-based shopping: evidence from India. Journal of Indian Business Research, 9(3), 248–264. https://doi.org/10.1108/jibr-11-2016-0132 Topic: Smartphones in Malaysia. (2024, June 20). Statista. https://www.statista.com/topics/6615/smartphones-in-malaysia/#topicOverview
Trymata, and Trymata. (2024, August 29). Trymata: What is User Satisfaction? Definition, Metrics and Best Practices - Trymata. https://trymata.com/blog/what-is-user-satisfaction/ Unlocking Urban Mobility: Exploring the impact of smart parking solutions on city residents | Modii. (n.d.). https://www.modii.co/insights/unlocking-urban-mobility-exploring-the-impact-of-smart-parking-solutions-on-city-residents
Venkatesh, N., Thong, N., and Xu, N. (2012). Consumer Acceptance and use of Information technology: Extending the unified theory of acceptance and use of technology. MIS Quarterly, 36(1), 157. https://doi.org/10.2307/41410412
Yazdanparast, A., and Tran, G. A. (2015). Mobile Phone Satisfaction: An examination of antecedents and consequences. In Developments in marketing science: Proceedings of the Academy of Marketing Science (pp. 89–90). https://doi.org/10.1007/978-3-319-11815-4_29
Yeap, A. (2019, November 29). The mobile app offers an easier method to pay for parking in Taiping. The Star. https://www.thestar.com.my/metro/community/2015/12/07/mobile-app-offers-easier-method-to-pay-for-parking-in-taiping/
Yüksel, A., and Yuksel, F. (2008). Customer satisfaction: Conceptual issues Consumer Satisfaction Theories: A Critical review. Researchgate. https://www.researchgate.net/publication/258180675_Customer_Satisfaction_Conceptua l_Issues_Consumer_Satisfaction_Theories_A_Critical_Review
Zarmpou, T., Saprikis, V., Markos, A., & Vlachopoulou, M. (2012). Modelling users' acceptance of mobile services. Electronic Commerce Research, 12(2), 225–248. https://doi.org/10.1007/s10660-012-9092-x
Zhao, J., Wang, L., Wang, G., Chen, H., Wang, B., & Zhou, Y. (2023). Understanding continued usage behaviour and value perception in the sharing economy: the case of taxi calling mobile application. Research Square (Research Square). https://doi.org/10.21203/rs.3.rs-2850488/v1
Zikmund, W. G., and Babin, B. J. (2013). Business Research Methods (9th ed.). Southwestern.
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