IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0337576.html

Construction of the Node—place—Jobs-housing model: Analysis of employment-residential ratio in subway station areas of Shenzhen, China’s highest construction density zone

Author

Listed:
  • Fang Liu
  • Jingyi Zhang
  • Hao Geng
  • Yusong Zhu
  • Yanmei Zhu
  • Jiahao Zhou

Abstract

Transit-oriented development (TOD) is widely recognized as a land development mode designed to integrate residential and employment spaces, fostering a balanced distribution of jobs and housing while reducing reliance on motorized transportation. Nonetheless, some scholars argue that small-scale TOD station areas should relax their self-sufficiency and jobs-housing balance requirements, creating a conceptual contradiction. To date, no clear consensus exists on how the employment-residential ratio relates to factors such as transportation supply, land use patterns, and the degree of TOD development, often referred to as TODness. Addressing this gap, this study examines subway station areas within the highest-density construction zone of Shenzhen, China, and extends the well-established node-place (NP) framework into a three-dimensional NP-jobs-housing (NPJ) model. The employment-residential ratio exhibits a positive linear relationship with public transportation supply, land development intensity, and development density. Conversely, it shows a negative linear relationship with the diversity of land construction and development. The TODness of station areas has a U-shaped effect on the employment-residential ratio, with a threshold value of 0.775 marking the inflection point. Incorporating the employment-residential ratio into the analysis enables classification of TOD station areas into four types, with significant jobs-housing imbalances observed only in areas with either low (Place value mean ≤ 0.146) or high (Place value mean ≥ 0.771) land development intensity. Prioritizing residential land development, followed by commercial and office space construction in later stages, better aligns with TOD principles. In the later stages of development, the employment-residential ratio tends toward employment dominance; however, increasing diversity of development emerges as an effective strategy to counteract imbalance. Overall, this research advances understanding of jobs-housing distribution within the TOD framework and provides insights for guiding land use planning and development adjustments based on station typology and TOD maturity.

Suggested Citation

  • Fang Liu & Jingyi Zhang & Hao Geng & Yusong Zhu & Yanmei Zhu & Jiahao Zhou, 2025. "Construction of the Node—place—Jobs-housing model: Analysis of employment-residential ratio in subway station areas of Shenzhen, China’s highest construction density zone," PLOS ONE, Public Library of Science, vol. 20(12), pages 1-34, December.
  • Handle: RePEc:plo:pone00:0337576
    DOI: 10.1371/journal.pone.0337576
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0337576
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0337576&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0337576?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Giuliano, Genevieve, 1991. "Is Jobs-Housing Balance a Transportation Issue?," University of California Transportation Center, Working Papers qt4874r4hg, University of California Transportation Center.
    2. Jia, Zhijie & Liu, Yu & Lin, Boqiang, 2024. "The impossible triangle of carbon mitigation policy," Energy Policy, Elsevier, vol. 189(C).
    3. Lin, Jen-Jia & Yang, Shu-Han, 2019. "Proximity to metro stations and commercial gentrification," Transport Policy, Elsevier, vol. 77(C), pages 79-89.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gao, Feng & Bai, Zhaocheng & Wu, Jiemin & Chen, Zirui & Chen, Wangyang & Li, Guanyao & Liao, Shunyi, 2025. "Unraveling the consumer geography from the review big data: A supply-demand duality perspective using store density and expenditure intensity," Journal of Retailing and Consumer Services, Elsevier, vol. 87(C).
    2. Genevieve Giuliano, 1998. "Information Technology, Work Patterns and Intra-metropolitan Location: A Case Study," Urban Studies, Urban Studies Journal Limited, vol. 35(7), pages 1077-1095, June.
    3. Zhong-Ren Peng, 1997. "The Jobs-Housing Balance and Urban Commuting," Urban Studies, Urban Studies Journal Limited, vol. 34(8), pages 1215-1235, July.
    4. Levinson, David & El-Geneidy, Ahmed, 2009. "The minimum circuity frontier and the journey to work," Regional Science and Urban Economics, Elsevier, vol. 39(6), pages 732-738, November.
    5. Zheng, Zhong & Zhou, Suhong & Deng, Xingdong, 2021. "Exploring both home-based and work-based jobs-housing balance by distance decay effect," Journal of Transport Geography, Elsevier, vol. 93(C).
    6. Wang, Donggen & Lin, Tao, 2013. "Built environments, social environments, and activity-travel behavior: a case study of Hong Kong," Journal of Transport Geography, Elsevier, vol. 31(C), pages 286-295.
    7. Islam, Md Rabiul & Saphores, Jean-Daniel M., 2022. "An L.A. story: The impact of housing costs on commuting," Journal of Transport Geography, Elsevier, vol. 98(C).
    8. Jia, Zhijie & Liu, Yu & Wu, Rongxin & Wen, Shiyan & Zhang, Hongzhi & Lin, Boqiang, 2025. "Optimal policy packages under policy and preference heterogeneities to address climate change," Energy Economics, Elsevier, vol. 145(C).
    9. Iacono, Michael & Levinson, David, 2016. "Mutual causality in road network growth and economic development," Transport Policy, Elsevier, vol. 45(C), pages 209-217.
    10. Wang, Donggen & Chai, Yanwei & Li, Fei, 2011. "Built environment diversities and activity–travel behaviour variations in Beijing, China," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1173-1186.
    11. Xinyu Cao & Daniel Chatman, 2016. "How will smart growth land-use policies affect travel? A theoretical discussion on the importance of residential sorting," Environment and Planning B, , vol. 43(1), pages 58-73, January.
    12. Keone Kelobonye & Feng Mao & Jianhong (Cecilia) Xia & Mohammad Shahidul Hasan Swapan & Gary McCarney, 2019. "The Impact of Employment Self-Sufficiency Measures on Commuting Time: Case Study of Perth, Australia," Sustainability, MDPI, vol. 11(5), pages 1-21, March.
    13. Miwa Matsuo, 2011. "US Metropolitan Spatial Structure and Labour Accessibility," Urban Studies, Urban Studies Journal Limited, vol. 48(11), pages 2283-2302, August.
    14. Shin Lee & Jong Gook Seo & Chris Webster, 2006. "The Decentralising Metropolis: Economic Diversity and Commuting in the US Suburbs," Urban Studies, Urban Studies Journal Limited, vol. 43(13), pages 2525-2549, December.
    15. Wang, Donggen & Chai, Yanwei, 2009. "The jobs–housing relationship and commuting in Beijing, China: the legacy of Danwei," Journal of Transport Geography, Elsevier, vol. 17(1), pages 30-38.
    16. Mark W. Horner & Bernadette M. Marion, 2009. "A Spatial Dissimilarity-based Index of the Jobs—Housing Balance: Conceptual Framework and Empirical Tests," Urban Studies, Urban Studies Journal Limited, vol. 46(3), pages 499-517, March.
    17. Mark W Horner, 2002. "Extensions to the Concept of Excess Commuting," Environment and Planning A, , vol. 34(3), pages 543-566, March.
    18. Forouhar, Navid & Forouhar, Amir & Hasankhani, Mahnoosh, 2022. "Commercial gentrification and neighbourhood change: A dynamic view on local residents' quality of life in Tehran," Land Use Policy, Elsevier, vol. 112(C).
    19. Jennifer Day, Weiqing Han, Amy Boxi Wu and Jiarui Zheng, 2018. "Has Sub-centre Policy Produced Sub-centres? An Evaluation of Melbourne’s Urban Spatial Planning since 1996," Agenda - A Journal of Policy Analysis and Reform, Australian National University, College of Business and Economics, School of Economics, vol. 24(1), pages 5-23.
    20. Solomon, Ilan & Mokhtarian, Patricia L., 1998. "What Happens When Mobility-Inclined Market Segments Face Accessibility-Enhancing Policies?," University of California Transportation Center, Working Papers qt0f20d772, University of California Transportation Center.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0337576. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.