Forecasting and Trend Analysis Bus Transportation During COVID-19 in Bali Land Using Time Series Method
DOI:
https://doi.org/10.30737/ukarst.v6i2.3323Keywords:
Bali, COVID-19, Interprovincial Bus, Trend Analysis, TransportationAbstract
Transportation functions as a link between tourist destinations. Since the COVID-19 pandemic hit, the transportation industry has experienced direct impacts. One is a decrease in transportation users due to increased travel costs. This has a direct impact on reducing public interest in visiting. This research aims to find out changes in services for inter-provincial buses in Bali during and after the pandemic. The data used is departure data: the number of autobus suppliers; the number of departing destinations; the number of trips; and the average number of passengers from January 2018 to April 2022. From this data, time series analysis and forecasting were carried out using the Minitab software. The findings of a time series study regarding the number of trips, the number of bus suppliers, and the average number of passengers have decreased over time. Still, the number of departure destinations from the island of Bali has increased. Based on the forecasting results, it is known that the number of bus suppliers and the number of departure destinations has increased. However, it does not match the data for January 2018. This shows that the connectivity of Bali Island and the surrounding islands has increased after the COVID-19 pandemic subsided. It is hoped that it can be used as material for formulating public transportation strategies and policies, especially inter-provincial bus services.
References
J. Zhang, Y. Hayashi, and L. D. Frank, "COVID-19 and transport: Findings from a world-wide expert survey," Transp Policy (Oxf), vol. 103, pp. 68–85, March 2021, doi: 10.1016/j.tranpol.2021.01.011.
J. Supranto, Statistik Teori & Aplikasi Jilid 1, 8th ed. Erlangga, 2016.
A. Asra and Rudiansyah, Statistik Terapan Untuk Pembuat Kebijakan dan Pengambil Keputusan, 2nd ed. Jakarta: In Media, 2017.
H. S. Munawar, S. I. Khan, Z. Qadir, A. Z. Kouzani, and M. A. P. Mahmud, "Insight into the impact of COVID-19 on Australian transportation sector: An economic and community-based perspective," Sustainability (Switzerland), vol. 13, no. 3, pp. 1–24, Feb. 2021, doi: 10.3390/su13031276.
H. Dong, S. Ma, N. Jia, and J. Tian, "Understanding public transport satisfaction in post COVID-19 pandemic," Transp Policy (Oxf), vol. 101, pp. 81–88, Feb. 2021, doi: 10.1016/j.tranpol.2020.12.004.
R. Vickerman, "Will Covid-19 put the public back in public transport? A UK perspective," Transp Policy (Oxf), vol. 103, pp. 95–102, Mar. 2021, doi: 10.1016/j.tranpol.2021.01.005.
P. Hermawati, I. G. M Oka Aryawan, I. Ketut Sutapa, and I. Made Anom Santiana, “Kajian Permintaan Perjalanan Penumpang dalam Rangka Penyediaan Prasarana Sarana Transportasi Umum di Bali,†Jurnal Bali Membangun Bali, vol. 1, no. 3, pp. 179–192, 2020, doi: 10.51172/jbmb.v1i3.139
M. Sadrani, A. Tirachini, and C. Antoniou, "Optimization of service frequency and vehicle size for automated bus systems with crowding externalities and travel time stochasticity," Transp Res Part C Emerg Technol, vol. 143, no. 103793, Oct. 2022, doi: 10.1016/j.trc.2022.103793.
S. Das, A. Boruah, A. Banerjee, R. Raoniar, S. Nama, and A. K. Maurya, "Impact of COVID-19: A radical modal shift from public to private transport mode," Transp Policy (Oxf), vol. 109, pp. 1–11, Aug. 2021, doi: 10.1016/j.tranpol.2021.05.005.
B. R. Naveen and A. Gurtoo, "Public transport strategy and epidemic prevention framework in the Context of Covid-19," Transp Policy (Oxf), vol. 116, pp. 165–174, Feb. 2022, doi: 10.1016/j.tranpol.2021.12.005.
S. Shelat, O. Cats, and S. van Cranenburgh, "Traveller behaviour in public transport in the early stages of the COVID-19 pandemic in the Netherlands," Transp Res Part A Policy Pract, vol. 159, pp. 357–371, May 2022, doi: 10.1016/j.tra.2022.03.027.
W. Rothengatter, J. Zhang, Y. Hayashi, A. Nosach, K. Wang, and T. H. Oum, "Pandemic waves and the time after Covid-19 – Consequences for the transport sector," Transp Policy (Oxf), vol. 110, pp. 225–237, Sep. 2021, doi: 10.1016/j.tranpol.2021.06.003.
D. W. Hidayat, B. Mardikawati, Y. Oktopianto, and S. Shofiah, “Analisis Lalu Lintas Ruas Jalan Denpasar-Gilimanuk Tabanan Bali Masa Pendemi Covid 19,†Jurnal Keselamatan Transportasi Jalan (Indonesian Journal of Road Safety), vol. 8, no. 2, pp. 137–144, Nov. 2021, doi: 10.46447/ktj.v8i2.406.
L. P. Puello, "Impact of COVID-19 restrictions on mode use and mode captivity the city of Santo Domingo in Latin America," Transp Res Interdiscip Perspect, vol. 13, no. 100515, Mar. 2022, doi: 10.1016/j.trip.2021.100515.
M. Abdullah, Metodologi Penelitian Kuantitatif. Yogyakarta: Aswaja Pressindo, 2015.
I. Ayu Masyuni, B. Kusumo Nugroho, B. Mardikawati, and D. Wahyu Hidayat, “Peramalan Jumlah Penumpang Angkutan Bus Antar Kota Antar Propinsi Menggunakan Metode Holt Winters,†Jurnal Teknologi Transportasi dan Logistik, vol. 2, no. 1, pp. 49–56, 2021, doi: 10.52920/jttl.v2i`1.23.
F. Yusup, “Uji Validitas dan Reliabilitas Instrumen Penelitian Kuantitif,†Jurnal Tarbiyah: Jurnal Ilmiah Kependidikan, vol. 7, no. 1, pp. 17–23, Jun. 2018, doi: 10.18592/tarbiyah.v7i1.2100.
P. C. Chang, Y. W. Wang, and C. H. Liu, "The development of a weighted evolving fuzzy neural network for PCB sales forecasting," Expert Syst Appl, vol. 32, no. 1, pp. 86–96, Jan. 2007, doi: 10.1016/j.eswa.2005.11.021.
M. Wahyu Purnama, S. Isnur Hardyudo, W. Aribowo, and U. Three Kartini, “Peramalan Kebutuhan Energi Listrik Jangka Panjang Sektor Rumah Tangga UID Jawa Timur Menggunakan Metode Analysis Time Series: Proyeksi Tren Quadratic dan Regresi Linier Berbasis Software Minitab V19,†Jurnal Teknik Elektro, vol. 10, no. 2, pp. 485–495, 2021, doi: 10.26740/jte.v10n2.p485-495.
H. Setiawan, “Peramalan Kebutuhan Beban Listrik Sektor Rumah Tangga Area Distribusi Jawa Timur Metode Time Series : Model Exponential Growth Curve dan Model Linier,†Jurnal Teknik Elektro, vol. 10, no. 3, pp. 805–815, 2021, doi: 10.26740/jte.v10n3.p805-815
Badan Pusat Statistik Indonesia, “Kepadatan Penduduk Menurut Provinsi (jiwa/km2), 2018-2021,†Badan Pusat Statistik, 2022.
E. Mogaji, I. Adekunle, S. Aririguzoh, and A. Oginni, "Dealing with impact of COVID-19 on transportation in a developing country: Insights and policy recommendations," Transp Policy (Oxf), vol. 116, pp. 304–314, Feb. 2022, doi: 10.1016/j.tranpol.2021.12.002.
N. Z. Ubaidillah, N. Haziqah Sa'ad, F. Ismail, N. A. Nordin, N. Nadhira Baharuddin, and M. Khairul Hisyam Hassan, "The Impact of Public Bus Service Quality on the Users' Satisfaction: Evidence from a Developing Asian City," Review of Applied Socio-Economic Research, vol. 23, no. 1, pp. 83–96, 2022, doi: 10.54609/reaser.v23i1.185
H. Estradaâ€esquivel, A. MartÃnezâ€rebollar, P. Wencesâ€olguin, Y. Hernandezâ€perez, and J. Ortizâ€hernandez, “A Smart Information System for Passengers of Urban Transport Based on IoT,†Electronics (Switzerland), vol. 11, no. 5, Mar. 2022, doi: 10.3390/electronics11050834.
A. Anburuvel, W. U. L. D. P. Perera, and R. D. S. S. Randeniya, "A demand responsive public transport for a spatially scattered population in a developing country," Case Stud Transp Policy, vol. 10, no. 1, pp. 187–197, Mar. 2022, doi: 10.1016/j.cstp.2021.12.001.
M. A. Javid, N. Ali, S. A. Hussain Shah, and M. Abdullah, "Travelers’ Attitudes Toward Mobile Application–Based Public Transport Services in Lahore,†Sage Open, vol. 11, no. 1, 2021, doi: 10.1177/2158244020988709.
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