Sharia Fintech Service Adoption Among Cooperative and Non-Cooperative Users in Jakarta and West Java: An Empirical Tam Study

Authors

  • Siti Rabiah Magfiroh Institut Agama Islam Tazkia
  • Wiku Suryomurti Institut Agama Islam Tazkia

DOI:

https://doi.org/10.37385/ijedr.v5i2.5307

Keywords:

Sharia Fintech Service, Technology Acceptance Model, Adoption

Abstract

This study examines the factors influencing the adoption of Sharia FinTech among cooperative and non-cooperative users that can help them provide better and more efficient services. Moreover, this research uses the Technology Acceptance Model (TAM) method that has been modified using quantitative analysis by distributing online questionnaires with a total of 154 respondents in the DKI Jakarta and West Java provinces. Data processing and hypothesis testing were conducted using the Structural Equation Model (SEM) which showed that variables PU, PUE, TRU, BI, and PR have a significant impact on ATT. Meanwhile, BI, PR, and UI have been proven to influence TRU, PUE has been proven to influence PU, and ATT has been proven to influence INT. Additionally, GS and UI do not affect ATT, and PR does not affect TRU for users' adoption of Sharia FinTech services. This study contributes to the literature on Sharia FinTech service adoption by providing a more comprehensive view of user attitude determinants by combining trust in FinTech services with TAM.

References

Adeiza, Adams, Azizi Ismail, and Marlin Marissa Malek. 2017. “An Empirical Examination of the Major Relationship Factors Affecting Franchisees’ Overall Satisfaction and Intention to Stay.” Iranian Journal of Management Studies 10 (1): 31–62.

Afendi, Noor Afzainiza, Farah Lina Azizan, and Aflah Isa Darami. 2014. “Determinants of Halal Purchase Intention: Case in Perlis.” International Journal of Business and Social Research 4 (5): 118–23.

Aguirre-urreta, Miguel I. 2015. “Sample Size Determination and Statistical Power Analysis in PLS Using R?: An Annotated Tutorial Sample Size Determination and Statistical Power Analysis in PLS Using R?: An Annotated Tutorial,” no. January. https://doi.org/10.17705/1CAIS.03603.

Alzubi, Mohammad Mahmoud, Maged Mustafa Al-Dubai, and Mazen Mohammed Farea. 2018. “Using The Technology Acceptance Model In Understanding Citizens’ Behavioural Intention To Use M-Marketing Among Jordanian Citizen. Journal of Business & Retail Management Research 2018; 12: 224-231.” Journal of Business and Retail Management Research 12 (2): 224–31.

Arner, Douglas W., Janos Nathan Barberis, and Ross P. Buckley. 2015. “The Evolution of Fintech: A New Post-Crisis Paradigm?” SSRN Electronic Journal, no. January. https://doi.org/10.2139/ssrn.2676553.

Barnes, Stuart J., and Richard T. Vidgen. 2014. “Technology Socialness and Web Site Satisfaction.” Technological Forecasting and Social Change 89: 12–25. https://doi.org/10.1016/j.techfore.2014.08.017.

Benbasat, Izak, and Weiquan Wang. 2005. “Trust In and Adoption of Online Recommendation Agents.” Journal of the Association for Information Systems 6 (3): 72–101. https://doi.org/10.17705/1jais.00065.

Beverland, Michael. 2007. “Can Cooperatives Brand? Exploring the Interplay between Cooperative Structure and Sustained Brand Marketing Success.” Food Policy 32 (4): 480–95. https://doi.org/10.1016/j.foodpol.2006.10.004.

BPS. 2023. “Statistik Indonesia: Statistical Yearbook of Indonesia 2023.” Statistik Indonesia 2023 1101001: 790.

Carlin, Bruce, Arna Olafsson, and Michaela Pagel. 2017. “FinTech Adoption Across Generations: Financial Fitness in the Information Age.” NBER Working Paper, no. No. 23798: 1–42.

Chandra, Shalini, Shirish C. Srivastava, and Yin-Leng Theng. 2010. “Evaluating the Role of Trust in Consumer Adoption of Mobile Payment Systems: An Empirical Analysis.” Communications of the Association for Information Systems 27. https://doi.org/10.17705/1cais.02729.

Chang, Younghoon, Siew Fan Wong, Hwansoo Lee, and Seon Phil Jeong. 2016. “What Motivates Chinese Consumers to Adopt FinTech Services: A Regulatory Focus Theory.” ACM International Conference Proceeding Series 17-19-Augu (April 2018). https://doi.org/10.1145/2971603.2971643.

Chen, Siqi, and Gerhard Weiss. 2014. “An Intelligent Agent for Bilateral Negotiation with Unknown Opponents in Continuous-Time Domains.” ACM Transactions on Autonomous and Adaptive Systems 9 (3). https://doi.org/10.1145/2629577.

Cheng, T. C.Edwin, David Y.C. Lam, and Andy C.L. Yeung. 2006. “Adoption of Internet Banking: An Empirical Study in Hong Kong.” Decision Support Systems 42 (3): 1558–72. https://doi.org/10.1016/j.dss.2006.01.002.

Chin W. Wynne. 1998. “The Partial Least Squares Approach to SEM.” Lawrence Erlbaum Associates Publishers.

Chong, Alain Yee Loong, Keng Boon Ooi, Binshan Lin, and Boon In Tan. 2010. “Online Banking Adoption: An Empirical Analysis.” International Journal of Bank Marketing 28 (4): 267–87. https://doi.org/10.1108/02652321011054963.

Davis, F D. 1986. “A Technology Acceptance Model for Empirically Testing New End-User Information Systems: Theory and Results.” Management Ph.D. (January 1986): 291. https://doi.org/oclc/56932490.

Dinar Standard. 2022. “State of the Global Islamic Economy Report 2021/2022.” State of the Global Islamic Economy Report 2020/21, 4–202.

Doll, William J., and Gholamreza Torkzadeh. 1998. “Developing a Multidimensional Measure of System-Use in an Organizational Context.” Information and Management 33 (4): 171–85. https://doi.org/10.1016/S0378-7206(98)00028-7.

Du, Wenyu (Derek), Shan L. Pan, Dorothy E. Leidner, and Wenchi Ying. 2019. “Affordances, Experimentation and Actualization of FinTech: A Blockchain Implementation Study.” Journal of Strategic Information Systems 28 (1): 50–65. https://doi.org/10.1016/j.jsis.2018.10.002.

Duan, Lian, and Li Da Xu. 2012. “Business Intelligence for Enterprise Systems: A Survey.” IEEE Transactions on Industrial Informatics 8 (3): 679–87. https://doi.org/10.1109/TII.2012.2188804.

Gabor, Daniela, and Sally Brooks. 2017. “The Digital Revolution in Financial Inclusion: International Development in the Fintech Era.” New Political Economy 22 (4): 423–36. https://doi.org/10.1080/13563467.2017.1259298.

Gai, Keke, Meikang Qiu, and Xiaotong Sun. 2018. “A Survey on FinTech.” Journal of Network and Computer Applications 103 (March 2017): 262–73. https://doi.org/10.1016/j.jnca.2017.10.011.

Gai, Keke, Meikang Qiu, Xiaotong Sun, and Hui Zhao. 2017. “Security and Privacy Issues: A Survey on FinTech BT - Smart Computing and Communication” 1: 236–47. https://doi.org/10.1007/978-3-319-52015-5.

Gai, Keke, Meikang Qiu, Hui Zhao, and Meiqin Liu. 2016. “Energy-Aware Optimal Task Assignment for Mobile Heterogeneous Embedded Systems in Cloud Computing.” Proceedings - 3rd IEEE International Conference on Cyber Security and Cloud Computing, CSCloud 2016 and 2nd IEEE International Conference of Scalable and Smart Cloud, SSC 2016, 198–203. https://doi.org/10.1109/CSCloud.2016.48.

Garson, G. David. 2018. Partial Least Squares. Multi-Label Dimensionality Reduction. https://doi.org/10.1201/b16017-6.

Gefen, David, Elena Karahanna, and Detmar. W Straub. 2003. “TRUST AND TAM IN ONLINE SHOPPING: AN INTEGRATED MODEL1 By:” Statewide Agricultural Land Use Baseline 2015 27 (1): 51–90.

Grabner-Kräuter, Sonja, and Rita Faullant. 2008. “Consumer Acceptance of Internet Banking: The Influence of Internet Trust.” International Journal of Bank Marketing 26 (7): 483–504. https://doi.org/10.1108/02652320810913855.

Ha, Hong Youl. 2004. “Factors Influencing Consumer Perceptions of Brand Trust Online.” Journal of Product & Brand Management 13 (5): 329–42. https://doi.org/10.1108/10610420410554412.

Hair, J. F., J. J. Risher, M Sarstedt, and C M. Ringle. 2018. “When to Use and How to Report the Results of PLS-SEM.” European Business Review. https://doi.org/10.1108/EBR-11-2018-0203.

Hair, Joe F., Christian M. Ringle, and Marko Sarstedt. 2011. “PLS-SEM: Indeed a Silver Bullet.” Journal of Marketing Theory and Practice 19 (2): 139–52. https://doi.org/10.2753/MTP1069-6679190202.

Hanafizadeh, Payam, Mehdi Behboudi, Amir Abedini Koshksaray, and Marziyeh Jalilvand Shirkhani Tabar. 2014. “Mobile-Banking Adoption by Iranian Bank Clients.” Telematics and Informatics 31 (1): 62–78. https://doi.org/10.1016/j.tele.2012.11.001.

Hermes, Niels, and Robert Lensink. 1973. “Does Financial Liberalization Influence Saving, Investment and Economic Growth?”

Hsu, Chin Lung, Chiung Feng Wang, and Judy Chuan Chuan Lin. 2011. “Investigating Customer Adoption Behaviours in Mobile Financial Services.” International Journal of Mobile Communications 9 (5): 477–94. https://doi.org/10.1504/IJMC.2011.042455.

Hu, Zhongqing, Shuai Ding, Shizheng Li, Luting Chen, and Shanlin Yang. 2019. “Adoption Intention of Fintech Services for Bank Users: An Empirical Examination with an Extended Technology Acceptance Model.” Symmetry 11 (3). https://doi.org/10.3390/sym11030340.

Huh, Hyang Jin, Taegoo (Terry) Kim, and Rob Law. 2009. “A Comparison of Competing Theoretical Models for Understanding Acceptance Behavior of Information Systems in Upscale Hotels.” International Journal of Hospitality Management 28 (1): 121–34. https://doi.org/10.1016/j.ijhm.2008.06.004.

Isa, Muhammad, and Wiku Suryomurti. 2023. Sentiment Analysis on the Perception of Sharia Fintech in Indonesia. Atlantis Press International BV. https://doi.org/10.2991/978-94-6463-176-0_11.

Isaac, Osama, Zaini Abdullah, T Ramayah, Ahmed M Mutahar, and Ibrahim Alrajawy. 2018. “Integrating User Satisfaction and Performance Impact with Technology Acceptance Model (TAM) to Examine the Internet Usage Within Organizations in Yemen.” Asian Journal of Information Technology 17 (1): 60–78. https://doi.org/10.3923/ajit.2018.60.78.

Kemenag. 2020. “Opini Menjadi Muslim, Menjadi Indonesia (Kilas Balik Indonesia Menjadi Bangsa Muslim Terbesar).” Kemenag.Go.Id. 2020.

Kesharwani, Ankit, and Shailendra Singh Bisht. 2012. “The Impact of Trust and Perceived Risk on Internet Banking Adoption in India: An Extension of Technology Acceptance Model.” International Journal of Bank Marketing 30 (4): 303–22. https://doi.org/10.1108/02652321211236923.

Kim, Changsu, Mirsobit Mirusmonov, and In Lee. 2010. “An Empirical Examination of Factors Influencing the Intention to Use Mobile Payment.” Computers in Human Behavior 26 (3): 310–22. https://doi.org/10.1016/j.chb.2009.10.013.

Kim, Jae-young. 2013. “Key Factors Influencing Customer Satisfaction in Korea ’ s Mobile Service Sector Journal of Internet Banking and Commerce” 18 (December 2013): 3.

Kim, Seong Ho. 2014. “A Study on Adoption Factors of Korean Smartphone Users?: A Focus on TAM ( Technology Acceptance Model ) and UTAUT ( Unified Theory of Acceptance and Use of Technology ).” Advanced Science and Technology Letters 57 (Business): 27–30.

Kiwanuka, Achilles. 2015. “Acceptance Process?: The Missing Link between UTAUT and Diffusion of Innovation Theory.” American Journal of Information Systems 3 (2): 40–44. https://doi.org/10.12691/ajis-3-2-3.

Lee, Kun Chang, and Namho Chung. 2009. “Understanding Factors Affecting Trust in and Satisfaction with Mobile Banking in Korea: A Modified DeLone and McLean’s Model Perspective.” Interacting with Computers 21 (5–6): 385–92. https://doi.org/10.1016/j.intcom.2009.06.004.

Liao, Chechen, Chuang Chun Liu, and Kuanchin Chen. 2011. “Examining the Impact of Privacy, Trust and Risk Perceptions beyond Monetary Transactions: An Integrated Model.” Electronic Commerce Research and Applications 10 (6): 702–15. https://doi.org/10.1016/j.elerap.2011.07.003.

Lifen Zhao, Anita, Nicole Koenig-Lewis, Stuart Hanmer-Lloyd, and Philippa Ward. 2010. “Adoption of Internet Banking Services in China: Is It All about Trust?” International Journal of Bank Marketing 28 (1): 7–26. https://doi.org/10.1108/02652321011013562.

Lin, H, M Lee, J Liang, H Chang, P Huang, and C Tsai. 2019. “A Review of Using Partial Least Square Structural Equation Modeling in E-Learning Research.” British Journal of Educational Technology, no. 51(4): 1354–1372.

Lockett, Andrew, and Dale Littler. 1997. “The Adoption of Direct Banking Services.” Journal of Marketing Management 13 (8): 791–811. https://doi.org/10.1080/0267257X.1997.9964512.

Marakarkandy, Bijith, Nilay Yajnik, and Chandan Dasgupta. 2017. “Enabling Internet Banking Adoption: An Empirical Examination with an Augmented Technology Acceptance Model (TAM).” Journal of Enterprise Information Management 30 (2): 263–94. https://doi.org/10.1108/JEIM-10-2015-0094.

Mather, Dave, Peter Caputi, and Rohan Jayasuriya. 2002. “Is the Technology Acceptance Model a Valid Model of User Satisfaction of Information Technology in Environments Where Usage Is Mandatory??” Enabling Organisations and Society through Information Systems, no. December: 1241–50.

McKnight, H., and N.L. Chervany. 2002. “What Trust Means in E-Commerce Customer Relationship.” International Journal of Electronic Commerce 6 (2): 35–59.

Mehmet, Haluk Koksal. 2016. “The Intentions of Lebanese Consumers to Adopt Mobile Banking.” International Journal of Bank Marketing 34 (3): 327–46.

Mehrban, Sobia, Muhammad Adnan Khan, Muhammad Waqas Nadeem, Muzammil Hussain, Mohammad Masroor Ahmed, Owais Hakeem, Shazia Saqib, M. L.Mat Kiah, Fakhar Abbas, and Mujtaba Hassan. 2020. “Towards Secure FinTech: A Survey, Taxonomy, and Open Research Challenges.” IEEE Access 8: 23391–406. https://doi.org/10.1109/ACCESS.2020.2970430.

Meng, Weizhi, L. Zhu, Wenjuan Li, Jinguang Han, and Yan Li. 2019. “Enhancing the Security of FinTech Applications with Map-Based Graphical Password Authentication.” Future Generation Computer Systems 101: 1018–27. https://doi.org/10.1016/j.future.2019.07.038.

Morgan, Robert. M, and Shelby. D Hunt. 1994. “The Commitment-Trust Theory of Relationship Marketing.” Journal of Economic Theory 58 (2): 20–38. https://doi.org/10.1016/0022-0531(82)90041-2.

Nakashima, Tokushi. 2018. “Creating Credit by Making Use of Mobility with FinTech and IoT.” IATSS Research 42 (2): 61–66. https://doi.org/10.1016/j.iatssr.2018.06.001.

Nussbaumer, Philipp, Inu Matter, and Gerhard Schwabe. 2012. “‘Enforced’ vs. ‘Casual’ Transparency - Findings from It-Supported Financial Advisory Encounters.” ACM Transactions on Management Information Systems 3 (2): 1–19. https://doi.org/10.1145/2229156.2229161.

OJK. 2023. “Statistik Layanan Pendanaan Bersama Berbasis Teknologi Informasi.”

Pardiansyah, Elif, Nurdin Sobari, and Hardius Usman. 2022. “The Determinants of Intention to Adopt Islamic Financial Technology in Indonesia.” Equilibrium: Jurnal Ekonomi Syariah 10 (2): 347. https://doi.org/10.21043/equilibrium.v10i2.16539.

Patel, Kiran J., and Hiren J. Patel. 2018. “Adoption of Internet Banking Services in Gujarat.” International Journal of Bank Marketing 36 (1): 147–69. https://doi.org/10.1108/ijbm-08-2016-0104.

Petter, Stacie, William DeLone, and Ephraim McLean. 2008. “Measuring Information Systems Success: Models, Dimensions, Measures, and Interrelationships.” European Journal of Information Systems 17 (3): 236–63. https://doi.org/10.1057/ejis.2008.15.

Piriyakul, Montree, Rapepan Piriyakul, Ortai Chuanchareon, Manus Boonyoung, Pratarnporn Piriyakul, and Intaka Piriyakul. 2015. “Effects of Trust, Satisfaction and Factors Corresponding to TAM on Intention to Reuse Internet Business Transaction.” International Review of Management and Business Research 4: 3.

Poolthong, Yaowalak, and Rujirutana Mandhachitara. 2009. “Customer Expectations of CSR, Perceived Service Quality and Brand Effect in Thai Retail Banking.” International Journal of Bank Marketing 27 (6): 408–27. https://doi.org/10.1108/02652320910988302.

Priem, Richard L., Sali Li, and Jon C. Carr. 2012. “Insights and New Directions from Demand-Side Approaches to Technology Innovation, Entrepreneurship, and Strategic Management Research.” Journal of Management 38 (1): 346–74. https://doi.org/10.1177/0149206311429614.

Richard L. Priem, and Morgan Swink. 2012. “A Demand-Side Perspective on Supply Chain Management.” Journal of Supply Chain Management 48 (12): 7–13.

Riyadh, Al Nahian, Deborah Bunker, and Fethi Rabhi. 2010. “Barriers to E-Finance Adoption in Small and Medium Sized Enterprises (SMEs) in Bangladesh.” 5th International Conference on Qualitative Research in IT and IT in Qualitative Research, QualIT 2010. https://doi.org/10.2139/ssrn.1726262.

Robbins, Jay H. 1964. “Tissue Culture Studies of the Human Lymphocyte.” Science 146 (3652): 1648–55. https://doi.org/10.1126/science.146.3652.1648.

Sánchez, Rosa, Florina Almenares, Patricia Arias, Daniel Díaz-Sánchez, and Andrés Marín. 2012. “Enhancing Privacy and Dynamic Federation in IdM for Consumer Cloud Computing.” IEEE Transactions on Consumer Electronics 58 (1): 95–103. https://doi.org/10.1109/TCE.2012.6170060.

Sarwar, Muhammad Zaman, Kashif Shafique Abbasi, and Saleem Pervaiz. 2012. “The Effect of Customer Trust on Customer Loyalty and Customer Retention: A Moderating Role of Cause Related Marketing.” Global Journal of Management And Business 12 (6): 26–36.

Semuel, Hatane, and Adi S Lianto. 2014. “Pengaruh Strategi Promosi Stikom Interstudi Terhadap Peningkatan Ekuitas Merek.” Jurnal Manajemen Pemasaran 8 (2): 47–54. https://doi.org/10.9744/pemasaran.8.2.47-54.

Sharma, Anuj, and Prabin Kumar Panigrahi. 2012. “A Review of Financial Accounting Fraud Detection Based on Data Mining Techniques.” International Journal of Computer Applications 39 (1): 37–47. https://doi.org/10.5120/4787-7016.

Siamagka, Nikoletta Theofania, George Christodoulides, Nina Michaelidou, and Aikaterini Valvi. 2015. “Determinants of Social Media Adoption by B2B Organizations.” Industrial Marketing Management 51: 89–99. https://doi.org/10.1016/j.indmarman.2015.05.005.

Sikdar, Pallab, and Munish Makkad. 2015. “Online Banking Adoption.” International Journal of Bank Marketing 33 (6): 760–85. https://doi.org/10.1108/IJBM-11-2014-0161.

Sulistyowati, Wiwit Apit, Ibrahim Alrajawy, Agung Yulianto, Osama Isaac, and Ali Ameen. 2020. “Factors Contributing to E-Government Adoption in Indonesia—An Extended of Technology Acceptance Model with Trust: A Conceptual Framework.” Lecture Notes in Networks and Systems 118 (January): 651–58. https://doi.org/10.1007/978-981-15-3284-9_74.

Suryono, Ryan Randy, Indra Budi, and Betty Purwandari. 2020. “Challenges and Trends of Financial Technology (Fintech): A Systematic Literature Review.” Information (Switzerland) 11 (12): 1–20. https://doi.org/10.3390/info11120590.

Syamlan, Yaser Taufik, and Murniati Mukhlisin. 2020. “Zero Waste Accounting for Islamic Financial Institutions in Indonesia and Its Role in Achieving Sustainable Development Goals.” Etikonomi 19 (2): 365–82. https://doi.org/10.15408/etk.v19i2.15538.

Tang, Ling Lang, and T. H. Hanh Nguyen. 2013. “Common Causes of Trust, Satisfaction and TAM in Online Shopping: An Integrated Model.” Journal of Quality 20 (5): 483–501. https://doi.org/10.6220/joq.2013.205.01.

Thomson Reuters. 2021. “State of the Global Islamic Economy Report 2020/2021.” State of the Global Islamic Economy Report 2020/21, 4–202.

Tory Higgins, E. 1997. “Beyond Pleasure and Pain.” American Psychologist 52 (12): 1280–1300. https://doi.org/10.1037/0003-066x.52.12.1280.

Varsha, G Kulkarni, and Wagh Kishor. 2020. Privacy-Preserving Feature Learning on Cloud for Big Data. Vol. 32. Springer Singapore. https://doi.org/10.1007/978-981-10-8201-6.

Venkatesh, Viswanath. 2000. “Determinants of Perceived Ease of Use: Integrating Control, Intrinsic Motivation, and Emotion into the Technology Acceptance Model.” Information Systems Research 11 (4): 342–65. https://doi.org/10.1287/isre.11.4.342.11872.

Venkatesh, Viswanath, and Hillol Bala. 2008. “Technology Acceptance Model 3 and a Research Agenda on Interventions.” Decision Sciences 39 (2): 273–315. https://doi.org/10.1111/j.1540-5915.2008.00192.x.

Vinzi, Vincenzo E, Wynnw W Chin, J Henseler, and Huiwen Wang. 2011. “Handbook of Partial Least Squares: Concepts, Methods and Applications.” Springer Handbooks of Computational Statistics, 627.

Wang, Huaiqing, John Mylopoulos, and Stephen Liao. 2002. “Intelligent Agents and Financial Risk Monitoring Systems.” Communications of the ACM 45 (3): 83–88. https://doi.org/10.1145/504729.504733.

Wang, Yi Shun, Yu Min Wang, Hsin Hui Lin, and Tzung I. Tang. 2003. Determinants of User Acceptance of Internet Banking: An Empirical Study. International Journal of Service Industry Management. Vol. 14. https://doi.org/10.1108/09564230310500192.

Xie, Jianli, Liying Ye, Wei Huang, and Min Ye. 2021. “Understanding Fintech Platform Adoption: Impacts of Perceived Value and Perceived Risk.” Journal of Theoretical and Applied Electronic Commerce Research 16 (5): 1893–1911. https://doi.org/10.3390/jtaer16050106.

Yin, Hua, and Keke Gai. 2015. “An Empirical Study on Preprocessing High-Dimensional Class-Imbalanced Data for Classification.” Proceedings - 2015 IEEE 17th International Conference on High Performance Computing and Communications, 2015 IEEE 7th International Symposium on Cyberspace Safety and Security and 2015 IEEE 12th International Conference on Embedded Software and Systems, H, no. July 2016: 1314–19. https://doi.org/10.1109/HPCC-CSS-ICESS.2015.205.

Zarrad H, and Debabi M. 2015. “Analyzing the Effect of Electronic Word of Mouth on Tourists’ Attitude toward Destination and Travel Intention.” International Research Journal of Social Sciences 4 (4): 53–60.

Zavolokina, Liudmila, Mateusz Dolata, and Gerhard Schwabe. 2016. “The FinTech Phenomenon: Antecedents of Financial Innovation Perceived by the Popular Press.” Financial Innovation 2 (1). https://doi.org/10.1186/s40854-016-0036-7.

Zhang, Jun, Chao Chen, Yang Xiang, Wanlei Zhou, and Yong Xiang. 2013. “Internet Traffic Classification by Aggregating Correlated Naive Bayes Predictions.” IEEE Transactions on Information Forensics and Security 8 (1): 5–15. https://doi.org/10.1109/TIFS.2012.2223675.

Zhang, Lin, Yongliang Luo, Fei Tao, Bo Hu Li, Lei Ren, Xuesong Zhang, Hua Guo, Ying Cheng, Anrui Hu, and Yongkui Liu. 2014. “Cloud Manufacturing: A New Manufacturing Paradigm.” Enterprise Information Systems 8 (2): 167–87. https://doi.org/10.1080/17517575.2012.683812.

Zhang, Tingting, Can Lu, and Murat Kizildag. 2018. “Banking ‘on-the-Go’: Examining Consumers’ Adoption of Mobile Banking Services.” International Journal of Quality and Service Sciences 10 (3): 279–95. https://doi.org/10.1108/IJQSS-07-2017-0067.

Zhao, Jie, Suping Fang, and Peiquan Jin. 2018. “Modeling and Quantifying User Acceptance of Personalized Business Modes Based on TAM, Trust and Attitude.” Sustainability (Switzerland) 10 (2): 1–26. https://doi.org/10.3390/su10020356.

Zuchroh, Imama. 2022. “Sharia Fintech: Horizon of MSME Financing in Indonesia.” EKOMBIS REVIEW: Jurnal Ilmiah Ekonomi Dan Bisnis 10 (1): 443–51. https://doi.org/10.37676/ekombis.v10i1.1622.

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2024-06-08

How to Cite

Magfiroh, S. R. ., & Suryomurti , W. . (2024). Sharia Fintech Service Adoption Among Cooperative and Non-Cooperative Users in Jakarta and West Java: An Empirical Tam Study. International Journal of Economics Development Research (IJEDR), 5(2), 992–1010. https://doi.org/10.37385/ijedr.v5i2.5307