Abstract

The toll payment system in Indonesia has evolved using e-money since 2017. However, increasing vehicle populations and economic activities have caused congestion at toll gates, resulting in economic losses of up to IDR 4.4 trillion annually. To address this, the government plans to implement Multi Lane Free Flow (MLFF) technology, enabling transactions without stopping. The implementation requires thorough readiness, facing challenges such as recording accuracy between 80-99%, potential revenue loss for BUJT, regulatory uncertainties, delayed planning, and infrastructure needs. This study evaluates BUJT readiness using the Technology-Organization-Environment (TOE) framework, focusing on seven variables: Compatibility, Advantage, Complexity, Organization Readiness, Top Management Support, Government Support, and Vendor Quality. Using Partial Least Squares (PLS) and Structural Equation Modeling (SEM), data from purposive sampling of BUJT were analyzed. Results show only Advantage significantly affects readiness (t=2.496; p=0.013), with an R² of 0.24 indicating weak predictive power. The study contributes to understanding factors influencing BUJT readiness and recommends enhancing government support, stakeholder coordination, and technical and organizational preparedness evaluation.

Keywords

  • Blockchain technology
  • sustainable economic development
  • 4.0 industrial revolution
  • Vietnam

References

  1. 1. Aditya, R. (2021). Chapter 1 : Manajemen Pengumpulan Tol. Astra Infra Academy.
  2. 2. Ajie, W. S., Hidayattuloh, T., Septiasari, Z., & Taswanda, T. (2023). Perkembangan Teknologi Informasi Sistem Pembayaran Gerbang Tol di Indonesia. Humanities,Management and Science Proceedings, 3(2), 865–871. http://www.openjournal.unpam.ac.id/index.php/SNH
  3. 3. Aprianto, L. A. (2022). Tinjauan Literatur: Penerimaan Teknologi Model UTAUT. KONSTELASI: Konvergensi Teknologi Dan Sistem Informasi, 2(1). https://doi.org/https://doi.org/10.24002/konstelasi.v2i1.5377
  4. 4. Arini, S. (2023, May 30). Uji Coba Bayar Tol Tanpa Setop Batal 1 Juni 2023, Ini Biang Keroknya! https://finance.detik.com/infrastruktur/d-6746647/uji-coba-bayar-tol-tanpa-setop-batal-1-juni-2023-ini-biang-keroknya
  5. 5. Azis, A. M., & Irjayanti, M. (2024). Strengthening the accuracy and visibility of supply chain management data in the coffee industry. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2380811
  6. 6. Binyamin, S. S., Rutter, M. J., & Smith, S. (2019). Extending the Technology Acceptance Model to Understand Students’ Use of Learning Management Systems in Saudi Higher Education. International Journal of Emerging Technologies in Learning, 14(3), 4–21. https://doi.org/https://doi.org/10.3991/ijet.v14i03.9732
  7. 7. Budi, M. (2023, February 17). 42 Juta Kendaraan Terekam ETLE, Baru 1,7 Juta Pelanggar Ditindak. https://news.detik.com/berita/d-6573599/42-juta-kendaraan-terekam-etle-baru-1-7-juta-pelanggar-ditindak
  8. 8. Budiharjo, A., & Margarani, S. R. (2019). Kajian Penerapan Multi Lane Fee Flow (MLFF) di Jalan Tol Indonesia. Jurnal Penelitian Sekolah Tinggi Transportasi Darat, 10(2). https://doi.org/10.55511/jpsttd.v10i2.573
  9. 9. Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences (2nd ed.). Lawrence Erlbaum Associates.
  10. 10. Farizd, M., Sabila, R., Martapura, R., & Wulansari, A. (2023). Analisis Pengaruh Adopsi Media Sosial Bagi Kinerja UMKM Kota Surabaya TOE Framework. Jurnal Jurnal Sains Dan Teknologi (JSIT), 3(2), 2807–7393.
  11. 11. Fornell, C., & Larcker, D. F. (1981). Evaluating Structural Equation Models with Unobservable Variables and Measurement Error. Journal of Marketing Research, 18(1), 39. https://doi.org/10.2307/3151312
  12. 12. Gui, A., Fernando, Y., Shabir Shaharudin, M., Mokhtar, M., & Gusti Made Karmawan, I. (2020). Cloud Computing Adoption Using Toe Framework for Indonesia’s Micro Small Medium Enterprises. JOIV : International Journal on Informatics Visualization, 4. https://doi.org/http://dx.doi.org/10.30630/joiv.4.4.458
  13. 13. Hair, J. F. ., Hult, G. T. M. ., Ringle, C. M. ., & Sarstedt, Marko. (2017). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). Sage.
  14. 14. Hardani, Auliya, N. H., Andriani, H., Fardani, R. A., Ustiawaty, J., Utami, E. F., Sukmana, D. J., & Istiqomah, R. R. (2020). Metode Penelitian Kualitatif & Kuantitatif (H. Abadi, Ed.). CV. Pustaka Ilmu.
  15. 15. Harnanda, A. Y., Priyanto, S., & Irawan, M. Z. (2022). Determining Factors of Interest in the Use of Technology Readiness Based Multi Lane Free Flow (MLFF). Business and Accounting Research (IJEBAR) Peer Reviewed-International Journal, 6(4). https://jurnal.stie-aas.ac.id/index.php/IJEBAR
  16. 16. Harsanto, W. A., Matondang, N., & Wibowo, R. P. (2023). The Use of Technology Acceptance Model (TAM) to Analyze Consumer Acceptance Towards E-Commerce Websites. A Case of the Plantage.id Digital Transformation Solution. Journal of Environmental and Development Studies, 4(2), 206–213. https://doi.org/10.32734/jeds.v4i2.13144
  17. 17. Carter, L., & Bélanger, F. (2005). The Utilization of e-Government Services: Citizen Trust, Innovation and Acceptance Factors. Info Systems J, 15, 5–25.
  18. 18. Hendri, S. A., & Sudarmilah, E. (2024). Enhancing Information Technology Adoption Potential in MSMEs: a Conceptual Model Based on TOE Framework. JUITA: Jurnal Informatika, 12(1), 91–100. https://doi.org/https://dx.doi.org/10.30595/juita.v12i1.21051
  19. 19. Hermawan, I., & Aruan, D. T. H. (2023). Technology of Acceptance Systems of Toll Roads Payment: Comparison of E-Toll Payment System and MLFF Technology of Trans Sumatera Toll Road. International Journal of Engineering Business and Social Science, 1(05). https://doi.org/10.58451/ijebss.v1i05.81
  20. 20. Hidayati, F., & Rarasati, A. D. (2023). Factors Affecting the Development of an Integrated Toll Transaction System to Improve Traffic Volume Distribution. Jurnal PenSil, 12(3), 388–399. https://doi.org/10.21009/jpensil.v12i3.36337
  21. 21. Hikmawati, F. (2020). Metodologi Penelitian (4th ed.). PT Rajagrafindo Persada.
  22. 22. Hu, L. T., & Bentler, P. M. (1999). Cutoff Criteria for Fit Indexes in Covariance Structure Analysis: Conventional Criteria Versus New Alternatives. Structural Equation Modeling, 6(1), 1–55. https://doi.org/10.1080/10705519909540118
  23. 23. Irjayanti, M., & Azis, A. M. (2017). Implementing technology in creative industry (Benchmarking study in developed countries). Advanced Science Letters, 23(9), 8113–8118. https://doi.org/10.1166/asl.2017.9845
  24. 24. Kamiliah, D. R., & Wijaya, C. (2024). Migration Letters Policy Issues and Challenges in the Introduction of Electronic Toll Collection in Indonesia: A Qualitative System Dynamics Approach. Migration Letters, 20, 784–798. www.migrationletters.com
  25. 25. Kline, R. B. (2016). Principles and Practice of Structural Equation Modeling (4th ed.). THE GUILFORD PRESS.
  26. 26. Krisnawanti, K., Fathurahman, D. M., Haryaman, A., Sulaeman, M. R., & Pratama, R. S. (2024). Modeling Pospay and Multi-Lane Free Flow Integration for Revenue Increase. IJIEM - Indonesian Journal of Industrial Engineering and Management, 5(1), 80. https://doi.org/10.22441/ijiem.v5i1.21883
  27. 27. Kurniawan, D., & Paramitha, D. (2023, December 11). Penerapan Tol Nirsentuh Diminta Dibatalkan, Berikut 9 Alasannya. Tempo.Co. https://www.tempo.co/otomotif/penerapan-tol-nirsentuh-diminta-dibatalkan-berikut-9-alasannya-110165
  28. 28. Kusnadi, P. A., Padilah, T. N., & Nurina, B. (2024). Analisis Sentimen Penerapan Sistem Pembayaran Tol Multi Lane Free Flow Menggunakan Naïve Bayes Classifier. Jurnal Mahasiswa Teknik Informatika, 8(4). https://doi.org/https://doi.org/10.36040/jati.v8i4.10232
  29. 29. Liberty, E., Woolfe, F., Martinsson, P. G., Rokhlin, V., & Tygert, M. (2007). Randomized algorithms for the low-rank approximation of matrices. Proceedings of the National Academy of Sciences of the United States of America, 104(51), 20167–20172. https://doi.org/10.1073/pnas.0709640104
  30. 30. Liu, C. (2019). Understanding Electronic Commerce Adoption at Organizational Level: Literature Review of TOE Framework and DOI Theory International Journal of Science and Business. International Journal of Science and Business, 3(2), 179–195. https://doi.org/10.5281/zenodo.2631413
  31. 31. Mahirah, H. L., Sisilia, K., & Setyorini, R. (2022). Analisis TOE Mempengaruhi Adopsi Media Sosial Untuk Produk UMKM di Sentra Kreasi Kabupaten Bandung. Jurnal Ilmiah MEA (Manajemen, Ekonomi, Dan Akuntansi), 6(3), 2022.
  32. 32. Malika, J. C. (2024). Analysis Factors Affecting the Acceptance of Multi-Lane Free Flow in Indonesia. International Journal of Science and Research Archive, 12(1), 2199–2204. https://doi.org/10.30574/ijsra.2024.12.1.1021
  33. 33. Maurizkika, F., & Fitria, S. E. (2022). Pengaruh TOE Framework Terhadap Adoption E-Commerce pada UMKM Sepatu di Sentra Sepatu Cibaduyut Bandung. E-Proceeding of Management, 9.
  34. 34. Melin, M. A., & Baskoro, E. (2021). Pengaruh Harga, Pelayanan dan Promosi Online Terhadap Keputusan Pembelian Pada Rumah Makan Gubuk Tiwul. Jurnal Manajemen Diversivikasi, 1(3). https://doi.org/https://doi.org/10.24127/diversifikasi.v1i3.703
  35. 35. Min, S., & Kim, B. (2024a). Adopting Artificial Intelligence Technology for Network Operations in Digital Transformation. Administrative Sciences, 14(4), 70. https://doi.org/10.3390/admsci14040070
  36. 36. Min, S., & Kim, B. (2024b). AI Technology Adoption in Corporate IT Network Operations Based on the TOE Model. Digital, 4(4), 947–970. https://doi.org/10.3390/digital4040047
  37. 37. Munawar, A., Muthohar, I., & Ardiyanto, A. (2020). Pengaruh Multi Lane Free Flow Terhadap Kinerja Jalan Tol. Himpunan Pengembangan Jalan Indonesia, 6(1), 51–58. https://doi.org/https://doi.org/10.26593/jh.v6i1.3734.51-58
  38. 38. Naeem, B. S., Azam, M., Boulos, K. M. N., & Bhatti, R. (2024). Leveraging the TOE Framework: Examining the Potential of Mobile Health (mHealth) to Mitigate Health Inequalities. Information (Switzerland), 15(4), 176. https://doi.org/10.3390/info15040176
  39. 39. Noor, N. M., Sam, M. S., Azmi, N. F. M., Yusoff, R. C. M., & Zainuddin, N. M. M. (2016). RFID-Based Electronic Fare Toll Collection System for Multi-Lane Free Flow: A Case Study Towards Malaysia Toll System Improvement. Journal of Telecommunication, Electronic and Computer Engineering, 8(4). https://jtec.utem.edu.my/jtec/article/download/1175/677/3170
  40. 40. Nur, A. F., Novriani, S., Budisiswanto, N., & Shefa, S. N. (2024). Analysis of Multi Lane Free Flow Implementation at Toll Gates in Indonesia (Case Study of Cililitan Toll Gate 2). Jurnal Sosial Dan Teknologi (SOSTECH), 4(8).
  41. 41. Oliveira, T., & Martins, F. M. (2011). Literature Review of Information Technology Adoption Models at Firm Level. The Electronic Journal Information Systems Evaluation, 14(1), 110.
  42. 42. Pamudi, P., & Suryani, E. (2018). Penerapan Sistem Dinamik dalam Intelligent Transport Systems (ITS) untuk Meningkatkan Efektifitas, Efisiensi dan Safety (Studi Kasus Dinas Perhubungan Kota Surabaya). Inform : Jurnal Ilmiah Bidang Teknologi Informasi Dan Komunikasi, 3(1), 19–25. https://doi.org/10.25139/INFORM.V3I1.570
  43. 43. Parikesit, D., Amalia, P., & Diyen, V. (2024). Regulatory Challenges in Modernizing Toll Road Transaction Systems in Indonesia. Journal of Infrastructure, Policy and Development, 8(8). https://doi.org/10.24294/jipd.v8i8.6341
  44. 44. Pebrina, E. T., Sasono, I., Hutagalung, D., Riyanto, R., & Asbari, M. (2021). Adopsi E-Commerce oleh UMKM di Banten: Analisis Pengaruh Theory of Planned Behavior. EDUKATIF : JURNAL ILMU PENDIDIKAN, 3(6), 4426–4438. https://doi.org/10.31004/edukatif.v3i6.1484
  45. 45. Prastyo, B. A. (2024). Identifikasi Masalah Hukum Terkait Sistem Elektronik Pengumpulan Tol Nontunai Nirsentuh Nirhenti. Review Unes, 7(1). https://doi.org/10.31933/unesrev.v7i1
  46. 46. Purnomo, M., Maulina, E., Wicaksono, R. A., & Rizal, M. (2023). Determinan Faktor Adopsi Teknologi Internet of Things: TOE Model. BRILIANT: Jurnal Riset Dan Konseptual, 8(2), 480–489. https://doi.org/http://dx.doi.org/10.28926/briliant.v8i2.1214
  47. 47. Putratama, S. H., & Ali, S. (2020). Adopsi Produk Free/Open Source Software di Industri Jasa Pelayanan Kesehatan: Studi Kasus Indonesia. Jurnal Reviu Akuntansi Dan Keuangan, 10(1). https://doi.org/10.22219/jrak.v10i1.11232
  48. 48. Qatawneh, N. (2024). Empirical Insights into Business Intelligence Adoption and Decision-Making Performance During the Digital Transformation Era: Extending the TOE Model in the Jordanian Banking Sector. Journal of Open Innovation: Technology, Market, and Complexity, 10(4), 100401. https://doi.org/10.1016/J.JOITMC.2024.100401
  49. 49. Rahayu, I. R. S., & Setiawan, S. R. D. (2024, July 13). PUPR Bakal Uji Coba Sistem MLFF di 9 Ruas Jalan Tol. https://money.kompas.com/read/2024/07/13/073000526/pupr-bakal-uji-coba-sistem-mlff-di-9-ruas-jalan-tol#google_vignette
  50. 50. Rama, A. M., & Rahadian, D. (2022). Analysis of Acceptance Factors and Market Potential of Digital Wallets of College Students. BISMA (Bisnis Dan Manajemen, 15(1). https://doi.org/10.26740/bisma/v15n1.p1-19
  51. 51. Rogers, E. M. (2003). Diffusion of Innovations. In Journal of Minimally Invasive Gynecology (5th ed.). Free Press. https://books.google.co.id/books?id=9U1K5LjUOwEC&source=gbs_navlinks_s
  52. 52. Santosa, W., Parikesit, D., Dewanti, Y. M. A. W., Makmur, A., Safrilah, S., Ardianta, D., Wimpy, K. E., Danang, S., Yuki, P., Dewanti, M. A. W., Safrilah, A. M., Dwi, S., & Kurniawan, A. (2023). Perspektif Kebijakan dalam Pembangunan Jalan Tol di Indonesia. PT Penjaminan Infrastruktur Indonesia (Persero).
  53. 53. Setiyani, L., & Rostiani, Y. (2021). Analysis of E-Commerce Adoption by SMEs Using the Technology-Organization-Environment (TOE) Model: A Case Study in Karawang, Indonesia. International Journal Of Science, 2(4), 1113–1132. https://doi.org/10.46729/ijstm.v2i4.246
  54. 54. Sulaiman, E., Handayani, C., & Widyastuti, S. (2021). Transformasi Digital Technology-Organization-Environment (TOE) dan Inovasi Difusi E-Business untuk UMKM yang Berkelanjutan: Model Konseptual. Jurnal Manajemen Dan Bisnis Kreatif, 7(1), 51–62. https://doi.org/http://dx.doi.org/10.36805/manajemen.v7i1.1947
  55. 55. Sumardi, T. S., Oneyama, H., & Yanagihara, M. (2024). Critical Examination of Multilane Free-Flow Tolling System Implementation in Indonesia. E3S Web of Conferences, 479. https://doi.org/10.1051/e3sconf/202447907024
  56. 56. Susanto, R. D., Tjandinegara, R., Iskandar, V., & Kartika, W. (2021). Technology Acceptance Model (TAM) Analysis of the Use of OVO Application in F&B Service Industry in Indonesia. Journal of Tourism, Culinary, and Entrepreneurship (JTCE), 1(1), 1–14. https://doi.org/https://doi.org/10.37715/jtce.v1i1.1796
  57. 57. Taufik, A., & Putra, Muh. A. P. (2022). Persepsi Masyarakat Terhadap Rencana Kebijakan Penggunaan Jalan Tol Berbasis Konsep Multiline Free Flow. Journal of Government Science (GovSci) : Jurnal Ilmu Pemerintahan, 3(1), 47–62. https://doi.org/10.54144/govsci.v3i1.29
  58. 58. Triandini, E. (2022). Adoption Technology at MSME: A Conceptual Model with TOE. International Conference on Informatics and Computing, 1–5. https://doi.org/https://doi.org/10.1109/ICIC56845.2022.10006990
  59. 59. Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User Acceptance of Information Technology: Toward a Unified View. MIS Quarterly, 27(3), 425–478.
  60. 60. Venkatesh, V., Walton, S. M., Thong, J. Y. L., & Xu, X. (2012). Consumer Acceptance and Use of Information Technology: Extending the Unified Theory of Acceptance and Use of Technology. In MIS Quarterly (Vol. 36, Issue 1). http://ssrn.com/abstract=2002388
  61. 61. Widodo, S., Ladyani, F., & Wijayanti, W. (2023). Buku Ajar Metode Penelitian (1st ed.). CV Science Techno Direct.
  62. 62. Yatun, I., Prijono, B., Suryadyana, A. N., Tobing, L. D., Khaq, A., Saleh, H., Rizaldi, A. B., Subchi, F., & Purnomo, E. S. (2024, September). BPK Tindak Lanjuti Hasil Peer Review di Area Teknologi Informasi. Sekretariat Jenderal Badan Pemeriksa Keuangan Republik Indonesia.
  63. 63. Zahra, N. A., Putri, A., Kamilah, I., & Kuslaila, R. N. (2023). Analisis Pengukuran Faktor Adopsi Teknologi E-Commerce pada Pelaku UMKM Menggunakan Kerangka TOE. Prosiding Seminar Nasional Teknologi Dan Sistem Informasi (SITASI) 2023, 12–20. https://doi.org/https://doi.org/10.33005/sitasi.v3i1.558