TOD indeks based on factor analysis for rail stations and their surrounding in Jakarta Metropolitan Region
DOI:
https://doi.org/10.30822/arteks.v9i3.3385Keywords:
Factor analysis (FA), Rail station, Transit Oriented Development (TOD), TOD indexAbstract
In the Jakarta Metropolitan Region (JMR), railroads have existed since 1872, when the city was still known as Batavia and was ruled by the Dutch. When JMR implemented Transit Oriented Development (TOD) at the start of the twenty-first century, train stations and the surrounding area started to be valued as premium real estate. This study created a TOD index to assess the stations' and their surroundings' conditions regarding TOD characteristics. A TOD index based on Factor Analysis (FA) was computed for each of the 122 railway stations and the areas surrounding them in JMR using twenty-six TOD variables, which were based on the eight components of TOD established by IDTP. The results of this study present the TOD index introduced is comparatively similar to the index calculated by other researchers. Furthermore, we may assess train stations and their environs and provide recommendations for how to make them better as TODs by classifying the stations according to the TOD index.
Downloads
References
Aprilliant Audhi. 2021. “The Factor Analysis for Constructing a Composite Index.”
Bay J.H. n.d. “Cognitive Biases in Design.” 2001.
Bohne, Rolf André, Ole Jonny Klakegg, and Ola Lædre. 2015. “Evaluating Sustainability of Building Projects in Urban Planning.” Procedia Economics and Finance 21:306–12. https://doi.org/10.1016/S2212-5671(15)00181-1.
Bolaños, Rocío Loría, Timo Partanen, Milena Berrocal, Benjamín Alvárez, and Leonel Córdoba. 2008. “Determinants of Health in Seasonal Migrants: Coffee Harvesters in Los Santos, Costa Rica.” International Journal of Occupational and Environmental Health 14 (2): 129–37. https://doi.org/10.1179/oeh.2008.14.2.129.
Chakrabartty Satyendra Nath. 2017. “Composite Index: Methods and Properties.”
Djajasinga Nico, Septanto Djoko, Tarli Tarli, and Rasyid Ubaini. 2015. “Pemetaan Jalur Kereta Api Rawan Kecelakaan Lintas Jati Negara – Jakarta Kota (Survai Di Jakarta, Kota).”
Dror, Itiel E. 2020. “Cognitive and Human Factors in Expert Decision Making: Six Fallacies and the Eight Sources of Bias.” Analytical Chemistry 92 (12): 7998–8004. https://doi.org/10.1021/acs.analchem.0c00704.
Espín Antonio M. 2015. “Relative Positioning.”
Evasentia, Yosefina. 2022. “Diduga Praktek Prostitusi Dan Judi, Daop 1 Jakarta Tertibkan Bangunan Liar.”
Fatimah, Siti. 2021. “Tipologi Potensi Transit-Oriented Development (TOD) Di Sekitar Stasiun Light Rail Transit (LRT) Sumatera Selatan.” Warta Penelitian Perhubungan 33 (1). https://doi.org/10.25104/warlit.v33i1.1778.
Fernando, MACSS, S Samita, and R Abeynayake. 2012. “Modified Factor Analysis to Construct Composite Indices: Illustration on Urbanization Index.” Tropical Agricultural Research 23 (4): 327. https://doi.org/10.4038/tar.v23i4.4868.
Greco, Salvatore, Alessio Ishizaka, Menelaos Tasiou, and Gianpiero Torrisi. 2019a. “On the Methodological Framework of Composite Indices: A Review of the Issues of Weighting, Aggregation, and Robustness.” Social Indicators Research 141 (1): 61–94. https://doi.org/10.1007/s11205-017-1832-9.
———. 2019b. “On the Methodological Framework of Composite Indices: A Review of the Issues of Weighting, Aggregation, and Robustness.” Social Indicators Research 141 (1): 61–94. https://doi.org/10.1007/s11205-017-1832-9.
Hermawan Iwan. 2019. “Kereta Api: Kuasa Ekonomi Masa Kolonial Belanda Railway: Economic Power of the Dutch Colonial Era.”
Huang, Runjie, Anna Grigolon, Mafalda Madureira, and Mark Brussel. 2018. “Measuring Transit-Oriented Development (TOD) Network Complementarity Based on TOD Node Typology.” Journal of Transport and Land Use 11 (1). https://doi.org/10.5198/jtlu.2018.1110.
ITDP. 2017. “TOD Standard 3.0,” 2017.
Jumardi, Ruly R, Abdulhadi, Atika Siska, Viki A, and Zaqi AZ. 2020. “Perkembangan Transportasi Kereta Api di Jakarta.”
Kementrian Perhubungan. 2011. Jenis, Kelas Dan Kegiatan Di Stasiun Kereta Api.
———. 2019. Standar Pelayanan Minimum Angkutan Orang Dengan Kereta Api.
Kurek, Katarzyna A., Wim Heijman, Johan van Ophem, Stanisław Gędek, and Jacek Strojny. 2022. “Measuring Local Competitiveness: Comparing and Integrating Two Methods PCA and AHP.” Quality & Quantity 56 (3): 1371–89. https://doi.org/10.1007/s11135-021-01181-z.
Langfeldt Liv. 2002. “Decision-Making in Expert Panels Evaluating Research: Constraints, Processes and Bias.”
Legowo, Dewanti Aisyah, and Widyawati Sumadio. 2021. “Nilai Dan Pola Transit Oriented Development (TOD) Indeks Pada Jalur Commuter Line Bogor - Jakarta Kota.” Jurnal Wilayah Dan Lingkungan 9 (2): 142–54. https://doi.org/10.14710/jwl.9.2.142-154.
Li, Zekun, Zixuan Han, Jing Xin, Xin Luo, Shiliang Su, and Min Weng. 2019. “Transit Oriented Development among Metro Station Areas in Shanghai, China: Variations, Typology, Optimization and Implications for Land Use Planning.” Land Use Policy 82 (March):269–82. https://doi.org/10.1016/j.landusepol.2018.12.003.
Lingga, Rivan Awal. 2019. “Menhub Akui Layanan Kereta Api Masih Stagnan,” 2019.
Matanasi Petrik. 2017. “Jalur KRL: Dari Angkut Hasil Kebun Berkembang Angkut 1 Juta Manusia.”
Nurjanah Siti, Wahyudi Bambang, and Purwanto Purwanto. 2019. “Resolusi Konflik Lahan PT Kereta Api Indonesia (Persero) Dengan Warga Rw 12 Kelurahan Manggarai Jakarta Selatan Dalam Perebutan Lahan Di Wilayah Daerah Operasi 1 Jakarta.”
Oguztimur, Senay. 2011. “Why Fuzzy Analytic Hierarchy Process Approach for Transport Problems?”
Poledníková Eva, and Melecký Lukáš. 2017. “Weighting Methods for Constructing Composite Indices in Regional Development.”
Putranto, and Dwi Srie Adhimas. 2018. “Perkembangan PT Kereta Api Indonesia Pada Masa Kepemimpinan Ignasius Jonan, 2009-2014.”
Qiang, Dan, Lingzhu Zhang, and Xiaotong Huang. 2022. “Quantitative Evaluation of TOD Performance Based on Multi-Source Data: A Case Study of Shanghai.” Frontiers in Public Health 10 (February). https://doi.org/10.3389/fpubh.2022.82069.
Quijano, Ana, Jose L. Hernández, Pierre Nouaille, Mikko Virtanen, Beatriz Sánchez-Sarachu, Francesc Pardo-Bosch, and Jörg Knieilng. 2022. “Towards Sustainable and Smart Cities: Replicable and KPI-Driven Evaluation Framework.” Buildings 12 (2): 233. https://doi.org/10.3390/buildings1202023.
Rustiadi, Ernan, Andrea Emma Pravitasari, Yudi Setiawan, Setyardi Pratika Mulya, Didit Okta Pribadi, and Narumasa Tsutsumida. 2021. “Impact of Continuous Jakarta Megacity Urban Expansion on the Formation of the Jakarta-Bandung Conurbation over the Rice Farm Regions.” Cities 111 (April):103000. https://doi.org/10.1016/j.cities.2020.103000.
Saputra Dany. 2022. “MRT Jakarta Minta Restu Pemprov DKI Revitalisasi Terminal Blok M.”
Setiawan Kartum. 2021. Kereta Api Di Jakarta Dari Zaman Belanda Hingga Reformasi. Penerbit Buku Kompas.
Siburian, Tomi Enjeri, Widyawati Widyawati, and Iqbal Putut Ash Shidiq. 2020. “Characteristics of Transit Oriented Development Area (Case Study: Jakarta MRT).” Jurnal Geografi Lingkungan Tropik 4 (1). https://doi.org/10.7454/jglitrop.v4i1.79.
Singh, Yamini Jain, Pedram Fard, Mark Zuidgeest, Mark Brussel, and Martin van Maarseveen. 2014. “Measuring Transit Oriented Development: A Spatial Multi Criteria Assessment Approach for the City Region Arnhem and Nijmegen.” Journal of Transport Geography 35 (February):130–43. https://doi.org/10.1016/j.jtrangeo.2014.01.014.
Singh, Yamini Jain, Johannes Flacke, Mark Zuidgeest, and Martin van Maarseveen. 2018. “Planning for Transit Oriented Development (TOD) Using a TOD Index.” In GIS in Sustainable Urban Planning and Management, 267–82. Boca Raton: CRC Press. https://doi.org/10.1201/9781315146638-15.
Singh, Yamini Jain, Azhari Lukman, Johannes Flacke, Mark Zuidgeest, and M.F.A.M. Van Maarseveen. 2017. “Measuring TOD around Transit Nodes - Towards TOD Policy.” Transport Policy 56 (May):96–111. https://doi.org/10.1016/j.tranpol.2017.03.013.
Singh Y.J., Lukman A., He P., Flacke J., Zuidgeest M.H.P., and M.F.A.M. van Maarseveen. 2015. “Planning for Transit Oriented Development (TOD) Using a TOD Index.”
Syabri Ibnu. 2011. “The Influence of Railway Station on Residential Property Values-SpaHedonic Approach the Case of Serpong’s Railway Station.”
Taki, H M, M M H Maatouk, and F Ahmadi. 2019. “Implementation of the Integrated TOD Spatial Model for Jakarta Metropolitan Region.” KnE Social Sciences, July. https://doi.org/10.18502/kss.v3i18.4717.
Taki, Herika Muhamad, Mohamed Mahmoud H Maatouk, and Emad Mohammed Qurnfulah. 2017. “Re-Assessing TOD Index in Jakarta Metropolitan Region (JMR).” Journal of Applied Geospatial Information 1 (01): 26–35. https://doi.org/10.30871/jagi.v1i01.346.
Usman dan Rachmatsyah. 2017. “Kereta Api sebagai Sarana Transportasi Militer Kolonial Belanda dalam Perang Aceh (Suatu Kajian Historis dan Ekonomi di Pantai Timur Aceh Tahun 1900-1942).”
Valderrama Pilar, Evaristo Jiménez-Contreras, and Manuel Escabias & Mariano J. Valderrama. 2021. “Introducing a Bibliometric Index Based on Factor Analysis.”
Verma, J. P. 2013. “Application of Factor Analysis: To Study the Factor Structure Among Variables.” In Data Analysis in Management with SPSS Software, 359–87. India: Springer India. https://doi.org/10.1007/978-81-322-0786-3_11.
VOI. 2022. “KAI Traces Assets in All Territories of Indonesia By Digging Deeper About The Truth Of History.”
Whitaker, Rozann. 2007. “Criticisms of the Analytic Hierarchy Process: Why They Often Make No Sense.” Mathematical and Computer Modelling 46 (7–8): 948–61. https://doi.org/10.1016/j.mcm.2007.03.01.
Wijayanto, Hendra. 2019. “Peranan Penggunaan Transportasi Publik Di Perkotaan (Studi Kasus Penggunaan Kereta Commuterline Indonesia Rute Jakarta-Bekasi).” Kybernan: Jurnal Studi Kepemerintahan 5 (2): 1–8. https://doi.org/10.35326/kybernan.v5i2.365.
Wikipedia. 2022. “Daftar Kecelakaan Kereta Api Di Indonesia.”
Yang, Liu, and Xiaoyu Song. 2021. “TOD Typology Based on Urban Renewal: A Classification of Metro Stations for Ningbo City.” Urban Rail Transit 7 (3): 240–55. https://doi.org/10.1007/s40864-021-00153-8.
Yanuaris Nurnita. 2018. “Studi Kasus Kecelakaan Kereta Api di Jabodetabek Tahun 2015-2018.”
Yeh, A G O, and X Shi. 1999. “Applying Case-Based Reasoning to Urban Planning: A New Planning-Support System Tool.” Environment and Planning B: Planning and Design 26 (1): 101–15. https://doi.org/10.1068/b260101.
Zagorskas Jurgis. 2016. “GIS-Based Modelling and Estimation of Land Use Mix in Urban Environment.”

























