EVERGREEN

Joint Journal of Novel Carbon Resource Sciences and Green Asia Strategy

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Mode Shift Analysis from Private Car to Public Transport in Reducing Car Use and Improving Traffic Performance for Sustainable Transportation

Adita Utami1,*, Asep Yayat Nurhidayat2
1Department of Civil Engineering, Faculty of Infrastructure Planning, Universitas Pertamina, Indonesia
2Research Centre for Transportation Technology, National Research and Innovation Agency (BRIN), Indonesia
*Author to whom correspondence should be addressed:
E-mail: adita.utami@universitaspertamina.ac.id (AU)
Received: May 27, 2025 | Revised: June 25, 2025 | Accepted: December 24, 2025 | Published: March 2026
Abstract
This study analyzes mode choice behavior on Daan Mogot Road, West Jakarta, to address traffic congestion caused by high private car usage. A stated preference survey was conducted with 384 randomly selected respondents to identify factors influencing a shift from private cars to public transport, specifically Transjakarta Bus Corridor 3. Using a binomial logit regression model, the study found that travel time and congestion cost significantly affect mode choice, with 62% of respondents indicating a mode shift. The model demonstrates a good fit with a coefficient of determination of 0.603, which means that 60.3% of the variation in the dependent variable can be explained by the independent variables in the model.
Keywords
Binomial Logit Regression; Congestion Cost; Mode Choice; Travel time
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  1. 1) D. Das, "Hyderabad: visioning, restructuring and making of a high-tech city," Cities, 43 48-58 (2015) doi:10.1016/j.cities.2014.11.008
  2. 2) S. Roy, D. Cooper, A. Mucci, B. Sana, M. Chen, J. Castiglione, and G.D. Erhardt, "Why is traffic congestion getting worse? a decomposition of the contributors to growing congestion in san francisco-determining the role of tncs," Case Stud Transp Policy, 8 (4) 1371-1382 (2020) doi:10.1016/j.cstp.2020.09.008
  3. 3) A. Utami, and H. Widyastuti, "Vehicle Queue Length Modeling at an Ungated Railway Level Crossing (Case Study: Gayung Kebonsari Road Level Crossing, Surabaya)," Jurnal Aplikasi Teknik Sipil, 17 (1) 27 (2019) doi:10.12962/j2579-891x.v17i1.4693
  4. 4) D. Chen, J. Ignatius, D. Sun, M. Goh, and S. Zhan, "Impact of congestion pricing schemes on emissions and temporal shift of freight transport," Transp Res E Logist Transp Rev, 118 77-105 (2018) doi:10.1016/j.tre.2018.07.006
  5. 5) C.K. Tang, "The cost of traffic: evidence from the london congestion charge," J Urban Econ, 121 (2021) doi:10.1016/j.jue.2020.103302
  6. 6) K. Wu, Y. Chen, J. Ma, S. Bai, and X. Tang, "Traffic and emissions impact of congestion charging in the central beijing urban area: a simulation analysis," Transp Res D Transp Environ, 51 203-215 (2017) doi:10.1016/j.trd.2016.06.005
  7. 7) V. Bernardo, X. Fageda, and R. Flores-Fillol, "Pollution and congestion in urban areas: the effects of low emission zones," Economics of Transportation, 26-27 (2021) doi:10.1016/j.ecotra.2021.100221
  8. 8) D. Metz, "Tackling urban traffic congestion: the experience of london, stockholm and singapore," Case Stud Transp Policy, 6 (4) 494-498 (2018) doi:10.1016/j.cstp.2018.06.002
  9. 9) J. Lelieveld, J.S. Evans, M. Fnais, D. Giannadaki, and A. Pozzer, "The contribution of outdoor air pollution sources to premature mortality on a global scale," Nature, 525 (7569) 367-371 (2015) doi:10.1038/nature15371
  10. 10) C. Raux, "The potential for co2 emissions trading in transport: the case of personal vehicles and freight," Energy Effic, 3 (2) 133-148 (2010) doi:10.1007/s12053-009-9065-7
  11. 11) A. Rakowska, K.C. Wong, T. Townsend, K.L. Chan, D. Westerdahl, S. Ng, G. Močnik, L. Drinovec, and Z. Ning, "Impact of traffic volume and composition on the air quality and pedestrian exposure in urban street canyon," Atmos Environ, 98 260-270 (2014) doi:10.1016/j.atmosenv.2014.08.073
  12. 12) R. Lagravinese, F. Moscone, E. Tosetti, and H. Lee, "The impact of air pollution on hospital admissions: evidence from italy," Reg Sci Urban Econ, 49 278-285 (2014) doi:10.1016/j.regsciurbeco.2014.06.003
  13. 13) S.S. Lim, T. Vos, A.D. Flaxman, G. Danaei, K. Shibuya, H. Adair-Rohani, M. Amann, M. Ezzati, et al., "A comparative risk assessment of burden of disease and injury attributable to 67 risk factors and risk factor clusters in 21 regions, 1990-2010: a systematic analysis for the global burden of disease study 2010," The Lancet, 380 (9859) 2224-2260 (2012) doi:10.1016/S0140-6736(12)61766-8
  14. 14) J. Currie, and R. Walker, "Traffic congestion and infant health: evidence from e-zpass," Am Econ J Appl Econ, 3 (1) 65-90 (2011) doi:10.1257/app.3.1.65
  15. 15) C.P. Green, J.S. Heywood, and M. Navarro, "Traffic accidents and the london congestion charge," J Public Econ, 133 11-22 (2016) doi:10.1016/j.jpubeco.2015.10.005
  16. 16) H. Li, D.J. Graham, and A. Majumdar, "The effects of congestion charging on road traffic casualties: a causal analysis using difference-in-difference estimation," Accid Anal Prev, 49 366-377 (2012) doi:10.1016/j.aap.2012.02.013
  17. 17) H. Wolff, "Keep your clunker in the suburb: low-emission zones and adoption of green vehicles," Economic Journal, 124 (578) (2014) doi:10.1111/ecoj.12091
  18. 18) J.B. Ingvardson, and O.A. Nielsen, "Effects of new bus and rail rapid transit systems–an international review," Transp Rev, 38 (1) 96-116 (2018) doi:10.1080/01441647.2017.1301594
  19. 19) M. Ibrahim, "Jakarta’s traffic congestion ranking in 2022," (2022)
  20. 20) S. Nathanael, and A. Utami, "Performance Analysis of Bouraq Road in Tangerang City Due to the Implementation of a One-Way Traffic System," Banjarmasin, 2023. https://ejurnal.poliban.ac.id/index.php/Teknik_Sipil/article/view/1446 (accessed February 3, 2025)
  21. 21) I. SYAH, "Performance Analysis of the Daan Mogot Road Segment and the At-Grade Intersection Connecting Daan Mogot Road to Jalan Panjang," Universitas Mercu Buana, 2019
  22. 22) A. Utami, and A. Yayat Nurhidayat, "Congestion cost analysis and potential loss of private vehicle on jalan Jenderal Sudirman, Jakarta," Majalah Ilmiah Pengkajian Industri (Journal of Industrial Research and Innovation, 16 (3) 121-128 (2022)
  23. 23) G. Sumarda, and P. Sudarma, "Analysis of Road Segment Performance and Vehicle Operating Cost Calculation on the Benoa Square Intersection–Ngurah Rai Monument Intersection Section," 2018
  24. 24) R. Fajar, K.F.A. Sukra, F. Hidiyanto, N.S. Octaviani, and D.A. Sugeng, "A data-driven machine learning approach to identify end-of-life vehicles in indonesia," Evergreen, 11 (3) 2504-2514 (2024) doi:10.5109/7236891
  25. 25) A. Utami, D.W. Kurnia, and R. Natio, "Comparative analysis of travel time and cost between private vehicles and transjakarta using the pci method (case study: tj corridor ix pinang ranti-pluit)," 6 (2) 150 (2021) doi:10.33366/rekabua
  26. 26) A.Y. Nurhidayat, H. Widyastuti, and D.P. Utomo, "Model of transportation mode choice between aircraft and high speed train of Jakarta-Surabaya route," in: IOP Conf Ser Earth Environ Sci, Institute of Physics Publishing, 2018 doi:10.1088/1755-1315/202/1/012002
  27. 27) R. Prayoga Dhenanta, D. Rizalul Muttaqin, and G. Herda, "Mean–Variance Markowitz Model Approach and Discrete Nonlinear Optimization in the Construction of an Optimal Stock Portfolio," n.d
  28. 28) R.S.S. Tuhepaly, and H. Widyastuti, "Analysis of Mode Choice Probability Between Airplane and Sea Transport on the Fakfak–Sorong Route Using the Revealed Preference Method," Jurnal Aplikasi Teknik Sipil, 17 (1) 13 (2019) doi:10.12962/j2579-891x.v17i1.4694
  29. 29) D.P. Upahita, Sucipto, Y.N.R. Hendra, D.P. Utomo, M.A. Salsabilla, and R. Pujiwat, "Influence of qualitative factors on mode choice between high speed train and airplane using logit model with dummy variables: case study jakarta - surabaya corridor," Evergreen, 10 (3) 2047-2055 (2023) doi:10.5109/7151772
  30. 30) D. Aditya, and A. Utami, "Analysis of Traffic Management and Signalized Intersection Performance Based on PKJI 2014 (Case Study: Ciputat Raya Road, Pondok Pinang)," 8 (1) 22-29 (2024).DOI:https://ejurnal.poliban.ac.id/index.php/Teknik_Sipil/issue/view/141 (accessed July 16, 2024)
  31. 31) Iqbal, and R. Muammar, "The Effect of Side Friction on the Performance of the Medan–Banda Aceh Road Segment (Idi Terminal) in Idi Rayeuk City," G-Tech: Jurnal Teknologi Terapan, 7 (3) 1187-1193 (2023) doi:10.33379/gtech.v7i3.2879
  32. 32) H. Widyastuti, A. Utami, and Z.M. Dzulfiqar, "Model of queuing in the railway level crossing (case study: Imam Bonjol railway level crossing in Blitar)," in: IOP Conf Ser Mater Sci Eng, Institute of Physics Publishing, 2019 doi:10.1088/1757-899X/650/1/012053
  33. 33) Y.R. Niken Hendra, R. Pujiwat, M.T. Marindaa Sampetoding, D. Prijo Utomo, H. Putra, D. Arianto, W. Priatna Humang, and M. Ivan Aji Saputro, "Traffic Congestion Management in South Tangerang City as an Effort to Conserve Energy in the Transportation Sector," 2024
  34. 34) O. Ville, N. Marjo, and P. Eija, "Modelling recreation demand with respondent-reported driving cost and stated cost of travel time: a finnish case," J For Econ, 12 (4) 303-317 (2012). https://www.sciencedirect.com/science/article/abs/pii/S1104689912000190 (accessed February 4, 2025)
  35. 35) A.Y. Nurhidayat, H. Widyastuti, Sutikno, D.P. Upahita, and A. Roschyntawati, "Impact of traffic volume on the pollution cost, value of time, and travel time cost in jakarta city centre area," Civil Engineering and Architecture, 11 (5) 3209-3220 (2023) doi:10.13189/cea.2023.110830
  36. 36) A.Y. Nurhidayat, A. Roschyntawati, S.P. Primadiyanti, D.P. Upahita, and T. Fiantika, "Impact of traffic volume on vehicle operation cost after covid-19 pandemic in dki jakarta," Evergreen, 11 (3) 2458-2467 (2024) doi:10.5109/7236888
  37. 37) D. Vinayak, J. Sisi, H. Asif, and R. Edward, "Eliciting perceptions of travel time risk and exploring its impact on value of time," Transp Policy (Oxf), 82 36-45 (2019). https://www.sciencedirect.com/science/article/abs/pii/S0967070X18302592 (accessed February 4, 2025)
  38. 38) S. Nurhaliza Rahmatunnisa, A. Utami, A.Y. Nurhidayat, "Probability of Passenger Mode Shift to Rail-Based Mass Transportation (Case Study: Argo Parahyangan Train in Relation to the Jakarta–Bandung High-Speed Rail)." Ge-STRAM: Journal of Civil Engineering Planning and Design, 4(2), 91-96 doi:10.25139/jprs.v4i2.4056
  39. 39) M. Janwari, G. Tiwari, and M.S. Mir, "Estimating Congestion Cost for Ring Road of Delhi," in: Transportation Research Procedia, Elsevier B.V., 2020: pp. 2638-2655 doi:10.1016/j.trpro.2020.08.248