IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0291691.html
   My bibliography  Save this article

Spatial distribution characteristics and analysis of influencing factors on different manufacturing types in Shandong Province

Author

Listed:
  • Yanghua Zhang
  • Qiwen Zheng
  • Shuai Ye
  • Kewei Zhang
  • Weipeng Lin

Abstract

Investigating the spatial distribution characteristics and influencing factors of various industry types is critical for promoting the high-quality transformation and development of China’s industry. This study combined the Getis-Ord Gi* statistic method, the random forest-based importance assessment method, and the geographically weighted regression method to determine the spatial distribution characteristics of four industry types and their influencing factors. The results revealed that the raw material industry was primarily concentrated in the surrounding districts and counties of Linyi and Qingdao. The food and light textile industry was mainly concentrated in the surrounding districts and counties of Qingdao, and a few were concentrated in some counties of Linyi. The processing and manufacturing industry was also concentrated in the surrounding districts and counties of Qingdao, and a few were concentrated in the belt regions connecting Jinan, Zibo, and Weifang. The high-tech industry was mainly concentrated in the surrounding districts and counties of Jinan and Qingdao. The key spatial influencing factors of the four industry types were different. The number of employees in the secondary industry and road density were most important in determining the spatial distribution of the raw material industry. The financial environment and number of research institutions were most important to the spatial distribution of the food and light textile industry. The gross domestic product and number of medical facilities were most important to the spatial distribution of the processing and manufacturing industry. Urbanization rate, number of research institutions, and gross domestic product were most important to the spatial distribution of the high-tech industry. Geographically weighted regression analysis revealed that the impact intensity of these key factors on the industry exhibits significant spatial heterogeneity. Taken together, these results are useful for formulating the development strategy for each industrial type in different regions.

Suggested Citation

  • Yanghua Zhang & Qiwen Zheng & Shuai Ye & Kewei Zhang & Weipeng Lin, 2023. "Spatial distribution characteristics and analysis of influencing factors on different manufacturing types in Shandong Province," PLOS ONE, Public Library of Science, vol. 18(9), pages 1-18, September.
    • Handle: RePEc:plo:pone00:0291691
    DOI: 10.1371/journal.pone.0291691
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0291691
    Download Restriction: no
    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0291691&type=printable
    Download Restriction: no
    File URL: https://libkey.io/10.1371/journal.pone.0291691?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. Krzysztof Czajka & Witold Kawalec & Robert Król & Izabela Sówka, 2022. "Modelling and Calculation of Raw Material Industry," Energies, MDPI, vol. 15(14), pages 1-6, July.
    2. Tianlan Fu & Chun Yang & Lixun Li, 2020. "Market imperative and cluster evolution in China: evidence from Shunde," Regional Studies, Taylor & Francis Journals, vol. 54(2), pages 244-255, February.
    3. Xiaofeng Zhao & Lin Zhang & Xianjin Huang & Yuntai Zhao & Yunpeng Zhang, 2018. "Evolution of the Spatiotemporal Pattern of Urban Industrial Land Use Efficiency in China," Sustainability, MDPI, vol. 10(7), pages 1-12, June.
    4. Yu Chen & Zhigang Li & Zheng Liu, 2018. "Agglomeration and actual tax rates: firm-level evidence from China," Regional Studies, Taylor & Francis Journals, vol. 52(1), pages 93-104, January.
    5. Huijian Han & Ye Yang & Rui Zhang & Brekhna Brekhna, 2020. "Factors and Paths of Transformation and Upgradation of Chemical Industry in Shandong, China," Sustainability, MDPI, vol. 12(8), pages 1-20, April.
    6. Lingyan Huang & Yani Wu & Qing Zheng & Qiming Zheng & Xinyu Zheng & Muye Gan & Ke Wang & AmirReza Shahtahmassebi & Jingsong Deng & Jihua Wang & Jing Zhang, 2018. "Quantifying the Spatiotemporal Dynamics of Industrial Land Uses through Mining Free Access Social Datasets in the Mega Hangzhou Bay Region, China," Sustainability, MDPI, vol. 10(10), pages 1-24, September.
    7. John P. Blair & Robert Premus, 1987. "Major Factors in Industrial Location: A Review," Economic Development Quarterly, , vol. 1(1), pages 72-85, February.
    8. Jun Yeup Kim & Le-Yin Zhang, 2008. "Formation of Foreign Direct Investment Clustering-A New Path to Local Economic Development? The Case of Qingdao," Regional Studies, Taylor & Francis Journals, vol. 42(2), pages 265-280.
    9. Fenghua Pan & Chun Yang & He Wang & Dariusz Wójcik, 2020. "Linking global financial networks with regional development: a case study of Linyi, China," Regional Studies, Taylor & Francis Journals, vol. 54(2), pages 187-197, February.
    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. Jason P. Brown & Dayton M. Lambert & Raymond J. G. M. Florax, 2013. "The Birth, Death, and Persistence of Firms: Creative Destruction and the Spatial Distribution of U.S. Manufacturing Establishments, 2000–2006," Economic Geography, Clark University, vol. 89(3), pages 203-226, July.
    2. Goel, Rajeev K. & Mazhar, Ummad & Sayan, Serdar, 2021. "Strategic location of firms: Does it empower bribe givers or bribe takers?," Economic Systems, Elsevier, vol. 45(3).
    3. Chenxi Li & Xing Gao & Bao-Jie He & Jingyao Wu & Kening Wu, 2019. "Coupling Coordination Relationships between Urban-industrial Land Use Efficiency and Accessibility of Highway Networks: Evidence from Beijing-Tianjin-Hebei Urban Agglomeration, China," Sustainability, MDPI, vol. 11(5), pages 1-23, March.
    4. Huang, William S., 1995. "Transit and Regional Economic Growth: A Review of the Literature," University of California Transportation Center, Working Papers qt36h0x2tk, University of California Transportation Center.
    5. Congguo Zhang & Di Yao & Yanlin Zhen & Weiwei Li & Kerun Li, 2022. "Mismatched Relationship between Urban Industrial Land Consumption and Growth of Manufacturing: Evidence from the Yangtze River Delta," Land, MDPI, vol. 11(9), pages 1-35, August.
    6. Mina Baliamoune‐Lutz & Mohamed A. K. Basuony & Stefan H. H. Lutz & Ehab K. A. Mohamed, 2024. "International ownership and SMEs in Middle Eastern and African economies," African Development Review, African Development Bank, vol. 36(2), pages 279-291, June.
    7. Alfons Weersink & Christin Eveland, 2006. "The Siting of Livestock Facilities and Environmental Regulations," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 54(1), pages 159-173, March.
    8. Linda McCarthy, 2015. "Something New or More of the Same in the Bidding Wars for Big Business?," Growth and Change, Wiley Blackwell, vol. 46(2), pages 153-171, June.
    9. Qian Chen & Tingting Ye & Naizhuo Zhao & Mingjun Ding & Zutao Ouyang & Peng Jia & Wenze Yue & Xuchao Yang, 2021. "Mapping China’s regional economic activity by integrating points-of-interest and remote sensing data with random forest," Environment and Planning B, , vol. 48(7), pages 1876-1894, September.
    10. Xuliang Zhang & Xiaohui Hu & Wei Xu, 2020. "Spatio‐temporal dynamics of technical efficiency in China’s specialized markets: A stochastic frontier analysis approach," Growth and Change, Wiley Blackwell, vol. 51(3), pages 1182-1202, September.
    11. Dissart, Jean-Christophe, 2007. "Landscapes and regional development: What are the links?," Cahiers d'Economie et de Sociologie Rurales (CESR), Institut National de la Recherche Agronomique (INRA), vol. 84.
    12. Edward (Ned) Hill, 2023. "What Is Economic Development? And What Is the Job of an Economic Development Professional?," Economic Development Quarterly, , vol. 37(1), pages 34-48, February.
    13. Mengchao Yao & Yihua Zhang, 2021. "Evaluation and Optimization of Urban Land-Use Efficiency: A Case Study in Sichuan Province of China," Sustainability, MDPI, vol. 13(4), pages 1-22, February.
    14. repec:rri:wpaper:201006 is not listed on IDEAS
    15. Frank L. Hefner & Paulo P. Guimares, 1994. "Backward And Forward Linkages In Manufacturing Location Decisions Reconsidered," The Review of Regional Studies, Southern Regional Science Association, vol. 24(3), pages 229-244, Winter.
    16. Guanghua Zheng & Yifan He & Zhaohan Lu & Yuping Wu, 2025. "Research on Spatial and Temporal Divergence and Influencing Factors of the Coal Industry Transformation and Development Under Energy Security and Dual-Carbon Target," Sustainability, MDPI, vol. 17(6), pages 1-28, March.
    17. Nalin Kumar Ramaul & Pinki Ramaul, 2016. "Determinants of Industrial Location Choice in India: A Polychoric Principal Component Analysis Approach," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 14(1), pages 29-56, June.
    18. repec:rri:wpaper:201010 is not listed on IDEAS
    19. Marcello Vecchio & Godwin Arku, 2020. "Promoting Adaptive Reuse in Ontario: A Planning Policy Tool for Making the Best of Manufacturing Decline," Urban Planning, Cogitatio Press, vol. 5(3), pages 338-350.
    20. Lambert, Dayton M. & Brown, Jason P. & Florax, Raymond J.G.M., 2010. "A two-step estimator for a spatial lag model of counts: Theory, small sample performance and an application," Regional Science and Urban Economics, Elsevier, vol. 40(4), pages 241-252, July.
    21. David M. Gould & Congyan Tan & Amir S. Sadeghi Emamgholi, 2014. "Attracting Foreign Direct Investment," South Asia Economic Journal, Institute of Policy Studies of Sri Lanka, vol. 15(2), pages 133-174, September.
    22. Gale, H. Frederick, Jr. & McGranahan, David A. & Teixeira, Ruy & Greenberg, Elizabeth, 1999. "Rural Competitiveness: Results of the 1996 Rural Manufacturing Survey," Agricultural Economic Reports 34077, United States Department of Agriculture, Economic Research Service.

    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:pone00:0291691. 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.