Model of Kalitidu Traditional Market's Off-Street Parking Requirements


  • Imma Widyawati Agustin Universitas Brawijaya, Indonesia
  • Rico Aagus Heptafiansyah Universitas Brawijaya, Indonesia
  • Nurizka Aprilia Widartiningsih Universitas Brawijaya, Indonesia
  • Abdul Wahid Hasyim Universitas Brawijaya, Indonesia
  • Sizyoongo Munenge Belgorod National Research University, Russian Federation
  • Habeenzu Simamba University of Zambia, Zambia



Off-street parking, Model, Traditional Market, Multiple Linear Regression


The Market is one land use activity that can have an impact on congestion. Situated in Kalitidu District, Kalitidu Market serves as a Regional Service Center (PPK) for the Bojonegoro Regency.  As Kalitidu Market is a market in the PKK region of Bojonegoro Regency, its operations frequently result in traffic jams. The study's goal was to predict Kalitidu Market's parking demands using multiple linear regression analysis, off-street parking user characteristic analysis, and the calculation of off-street parking capacity needs. For two-wheeled automobiles in the Kalitidu market, the following model is used to determine parking space requirements:  Ya = 0,071 (X5) – (1,257 -0,005(X1) + 0,012(X2) + 0,012(X3) -57,044(X4) + 0,002(X6). The number of cars entering the area, the number leaving it, the number of vehicles entering the area initially, the amount of time the vehicles are parked, and the number of guests bringing vehicles are all factors that affect the requirement for parking for two-wheeled vehicles. 34 vehicles per hour are therefore required to have parking spaces for two-wheeled cars.


S. Irawati, I. Agustin, and I. Dwi Ari, “Factors Affecting Commuters’ Intentions in Using Park and Ride (P&R) Facilities Based on Theory of Planned Behavior,” Civil and Environmental Science, vol. 005, no. 02, pp. 144–158, Oct. 2022, doi: 10.21776/ub.civense.2022.00502.4.

S. G. Putra, A. D. Wicaksono, G. Prayitno, and N. T. Hiep, “Improving the Quality of Toll Road Services to Increase Satisfaction Level of Pekanbaru – Dumai Toll Road,” Civil and Environmental Science, vol. 006, no. 01, pp. 24–32, Apr. 2023, doi: 10.21776/ub.civense.2023.00601.4.

K. Putri and P. Marzuki, “Model of land acquisition productivity performance for toll road projects in Indonesia,” Civil and Environmental Science, vol. 003, no. 02, pp. 84–94, Oct. 2020, doi: 10.21776/ub.civense.2020.00302.3.

B. A. Hardiyansyah, F. R. Sutikno, M. Zeibots, and K. D. S. Wijayaratna, “EVALUATION OF ACCESSIBILITY COMMUTER-LINE STATION WITH JITNEY TRANSPORTATION MODES BY USING GIS APPLICATION-A CASE STUDY OF DEPOK STATION,” Civil and Environmental Science, vol. 006, no. 01, pp. 43–55, Apr. 2023, doi: 10.21776/ub.civense.2023.00601.6.

T. A. Lambe and C. D. Wild, “Formulation and implementation of a pricing policy for municipal parking,” Socioecon Plann Sci, vol. 14, no. 1, pp. 25–32, Jan. 1980, doi: 10.1016/0038-0121(80)90005-1.

A. Ardeshiri, F. Safarighouzhdi, and T. Hossein Rashidi, “Measuring willingness to pay for shared parking,” Transp Res Part A Policy Pract, vol. 152, pp. 186–202, Oct. 2021, doi: 10.1016/j.tra.2021.08.014.

S. M. Dave, G. J. Joshi, K. Ravinder, and N. Gore, “Data monitoring for the assessment of on-street parking demand in CBD areas of developing countries,” Transp Res Part A Policy Pract, vol. 126, pp. 152–171, Aug. 2019, doi: 10.1016/j.tra.2019.05.009.

S. Ben Hassine, R. Mraihi, A. Lachiheb, and E. Kooli, “Modelling parking type choice behavior,” International Journal of Transportation Science and Technology, vol. 11, no. 3, pp. 653–664, Sep. 2022, doi: 10.1016/j.ijtst.2021.09.002.

J. J. Soto, L. Márquez, and L. F. Macea, “Accounting for attitudes on parking choice: An integrated choice and latent variable approach,” Transp Res Part A Policy Pract, vol. 111, pp. 65–77, May 2018, doi: 10.1016/j.tra.2018.03.003.

R. M. Saltzman, “Three proposals for improving short-term on-street parking,” Socioecon Plann Sci, vol. 28, no. 2, pp. 85–100, Jan. 1994, doi: 10.1016/0038-0121(94)90008-6.

X. Yan, J. Levine, and R. Marans, “The effectiveness of parking policies to reduce parking demand pressure and car use,” Transp Policy (Oxf), vol. 73, pp. 41–50, Jan. 2019, doi: 10.1016/j.tranpol.2018.10.009.

A. M. Adam, “Sample Size Determination in Survey Research,” J Sci Res Rep, pp. 90–97, Jun. 2020, doi: 10.9734/jsrr/2020/v26i530263.

D. C. Shoup, “The High Cost of Free Parking,” J Plan Educ Res, vol. 17, no. 1, pp. 3–20, Sep. 1997, doi: 10.1177/0739456X9701700102.

D. C. Shoup, The High Cost of Free Parking. Routledge, 2017. doi: 10.4324/9781351179782.

E. Inci, “A review of the economics of parking,” Economics of Transportation, vol. 4, no. 1–2, pp. 50–63, Mar. 2015, doi: 10.1016/j.ecotra.2014.11.001.

S. P. Anderson and A. de Palma, “The economics of pricing parking,” J Urban Econ, vol. 55, no. 1, pp. 1–20, Jan. 2004, doi: 10.1016/j.jue.2003.06.004.

R. Arnott and J. Rowse, “Downtown parking in auto city,” Reg Sci Urban Econ, vol. 39, no. 1, pp. 1–14, Jan. 2009, doi: 10.1016/j.regsciurbeco.2008.08.001.

J. N. van Ommeren, D. Wentink, and P. Rietveld, “Empirical evidence on cruising for parking,” Transp Res Part A Policy Pract, vol. 46, no. 1, pp. 123–130, Jan. 2012, doi: 10.1016/j.tra.2011.09.011.

C. O. Tong, S. C. Wong, and B. S. Y. Leung, “Estimation of parking accumulation profiles from survey data,” Transportation (Amst), vol. 31, no. 2, pp. 183–202, May 2004, doi: 10.1023/B:PORT.0000016579.36253.a9.

D. C. Shoup, “Cruising for parking,” Transp Policy (Oxf), vol. 13, no. 6, pp. 479–486, Nov. 2006, doi: 10.1016/j.tranpol.2006.05.005.

J. van Ommeren, D. Wentink, and J. Dekkers, “The real price of parking policy,” J Urban Econ, vol. 70, no. 1, pp. 25–31, Jul. 2011, doi: 10.1016/j.jue.2011.02.001.

A. Diallo, J.-S. Bourdeau, C. Morency, and N. Saunier, “Methodology of parking analysis,” Canadian Journal of Civil Engineering, vol. 42, no. 4, pp. 281–285, Apr. 2015, doi: 10.1139/cjce-2013-0458.

K. W. Axhausen and J. W. Polak, “Choice of parking: Stated preference approach,” Transportation (Amst), vol. 18, no. 1, pp. 59–81, 1991, doi: 10.1007/BF00150559.

R. Iles, Public Transport in Developing Countries. Emerald Group Publishing Limited, 2005. doi: 10.1108/9780080456812.

I. W. Agustin and B. S. Waloeya, “The Effect of Trip Attraction Model of Land Use for Station on the Road’s Level of Service,” Adv Sci Lett, vol. 24, no. 4, pp. 2894–2898, Apr. 2018, doi: 10.1166/asl.2018.11089.

O. Vaganova, L. Konshina, I. Polevoy, B. Palashenkov, and S. Munenge, “Implementation of National Projects as the Main Instrument for Increasing the Economic Growth of Russia,” in Proceedings of the 8th International Conference on Contemporary Problems in the Development of Economic, Financial and Credit Systems (DEFCS 2020), Paris, France: Atlantis Press, 2020. doi: 10.2991/aebmr.k.201215.057.

E. Siankwilimba et al., “Sustainability of agriculture extension services in the face of COVID-19: A study on gender-specific market systems,” Cogent Food Agric, vol. 9, no. 2, Dec. 2023, doi: 10.1080/23311932.2023.2284231.

A. Suharta, W. P. Wijayanti, D. M. Zakiah, M. A. N. Arifin, J. L. Barrett, and H. Simamba, “Application of Kano Model in Priority Handling Aspects of the Tourism Offer in Sidomulyo Village, Batu City,” Regional and Rural Studies, vol. 1, no. 2, pp. 80–87, Dec. 2023, doi: 10.21776/rrs.v1i2.14.

Direktorat Jenderal Perhubungan Darat, “Pedoman Teknis Penyelenggaraan Fasilitas Parkir,” Jakarta, 1998.

S. Irawati, I. W. Agustin, and I. R. Dwi Ari, “Evaluasi Kinerja Parkir Guna Mendukung Penerapan Park And Ride Di Stasiun Sidoarjo,” Jurnal Pengembangan Kota, vol. 10, no. 1, pp. 104–117, Jul. 2022, doi: 10.14710/jpk.10.1.104-117.

O. Z. Tamin, Perencanaan dan Pemodelan Transportasi. 2000.

D. N. Gujarati, Basic Econometrics, 4th ed. Singapore: McGraw-Hill Inc, 2004.




How to Cite

I. W. Agustin, R. A. Heptafiansyah, N. A. Widartiningsih, A. W. Hasyim, S. Munenge, and H. Simamba, “Model of Kalitidu Traditional Market’s Off-Street Parking Requirements ”, CIVENSE, vol. 7, no. 1, pp. 51–62, Apr. 2024.