IDEAS home Printed from https://ideas.repec.org/a/eee/phsmap/v490y2018icp1061-1075.html

Agent-based modeling of China’s rural–urban migration and social network structure

Author

Listed:
  • Fu, Zhaohao
  • Hao, Lingxin

Abstract

We analyze China’s rural–urban migration and endogenous social network structures using agent-based modeling. The agents from census micro data are located in their rural origin with an empirical-estimated prior propensity to move. The population-scale social network is a hybrid one, combining observed family ties and locations of the origin with a parameter space calibrated from census, survey and aggregate data and sampled using a stepwise Latin Hypercube Sampling method. At monthly intervals, some agents migrate and these migratory acts change the social network by turning within-nonmigrant connections to between-migrant-nonmigrant connections, turning local connections to nonlocal connections, and adding among-migrant connections. In turn, the changing social network structure updates migratory propensities of those well-connected nonmigrants who become more likely to move. These two processes iterate over time. Using a core–periphery method developed from the k-core decomposition method, we identify and quantify the network structural changes and map these changes with the migration acceleration patterns. We conclude that network structural changes are essential for explaining migration acceleration observed in China during the 1995–2000 period.

Suggested Citation

  • Fu, Zhaohao & Hao, Lingxin, 2018. "Agent-based modeling of China’s rural–urban migration and social network structure," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 490(C), pages 1061-1075.
  • Handle: RePEc:eee:phsmap:v:490:y:2018:i:c:p:1061-1075
    DOI: 10.1016/j.physa.2017.08.145
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378437117308853
    Download Restriction: Full text for ScienceDirect subscribers only. Journal offers the option of making the article available online on Science direct for a fee of $3,000

    File URL: https://libkey.io/10.1016/j.physa.2017.08.145?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
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Silveira, Jaylson J. & Espíndola, Aquino L. & Penna, T.J.P., 2006. "Agent-based model to rural–urban migration analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 364(C), pages 445-456.
    2. Tesfatsion, Leigh & Judd, Kenneth L., 2006. "Handbook of Computational Economics, Vol. 2: Agent-Based Computational Economics," Staff General Research Papers Archive 10368, Iowa State University, Department of Economics.
    3. Fields, Gary S., 1975. "Rural-urban migration, urban unemployment and underemployment, and job-search activity in LDCs," Journal of Development Economics, Elsevier, vol. 2(2), pages 165-187, June.
    4. Cai, Ning & Ma, Hai-Ying & Khan, M. Junaid, 2015. "Agent-based model for rural–urban migration: A dynamic consideration," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 436(C), pages 806-813.
    5. Toivonen, Riitta & Onnela, Jukka-Pekka & Saramäki, Jari & Hyvönen, Jörkki & Kaski, Kimmo, 2006. "A model for social networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 371(2), pages 851-860.
    6. Harris, John R & Todaro, Michael P, 1970. "Migration, Unemployment & Development: A Two-Sector Analysis," American Economic Review, American Economic Association, vol. 60(1), pages 126-142, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Trinh, Tra Thi & Munro, Alistair, 2023. "Integrating a choice experiment into an agent-based model to simulate climate-change induced migration: The case of the Mekong River Delta, Vietnam," Journal of choice modelling, Elsevier, vol. 48(C).

    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. García-Díaz, César & Moreno-Monroy, Ana I., 2012. "Social influence, agent heterogeneity and the emergence of the urban informal sector," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(4), pages 1563-1574.
    2. Ather Maqsood Ahmed & Ismail Sirageldin, 1993. "Socio-economic Determinants of Labour Mobility in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 32(2), pages 139-157.
    3. Albertini, Julien & Terriau, Anthony, 2019. "Informality over the life-cycle," Journal of Economic Dynamics and Control, Elsevier, vol. 105(C), pages 182-202.
    4. Amitava Krishna Dutt, 1989. "Sectoral Balance: A Survey," WIDER Working Paper Series wp-1989-056, World Institute for Development Economic Research (UNU-WIDER).
    5. Clemens, Michael A. & Özden, Çağlar & Rapoport, Hillel, 2015. "Reprint of: Migration and Development Research is Moving Far Beyond Remittances," World Development, Elsevier, vol. 65(C), pages 1-5.
    6. M. Ali Khan, 2007. "The Harris-Todaro Hypothesis," Labor Economics Working Papers 22206, East Asian Bureau of Economic Research.
    7. Thierry BAUDASSE, 2006. "Governance and Migration in a South-North Partnership : the Teaching of Economic Analysis," LEO Working Papers / DR LEO 691, Orleans Economics Laboratory / Laboratoire d'Economie d'Orleans (LEO), University of Orleans.
    8. Bargain, Olivier & Etienne, Audrey & Melly, Blaise, 2021. "Informal pay gaps in good and bad times: Evidence from Russia," Journal of Comparative Economics, Elsevier, vol. 49(3), pages 693-714.
    9. David Cook & Hiromi Nosaka, 2006. "Dual labor markets and business cycles," Proceedings, Federal Reserve Bank of San Francisco, issue Jun.
    10. Falco, Paolo & Kerr, Andrew & Rankin, Neil & Sandefur, Justin & Teal, Francis, 2011. "The returns to formality and informality in urban Africa," Labour Economics, Elsevier, vol. 18(S1), pages 23-31.
    11. Clement Imbert & Marlon Seror & Yifan Zhang & Yanos Zylberberg, 2022. "Migrants and Firms: Evidence from China," American Economic Review, American Economic Association, vol. 112(6), pages 1885-1914, June.
    12. Lay, Jann & Wiebelt, Manfred, 2001. "Towards a dual education system - a labour market perspective on poverty reduction in Bolivia," Kiel Working Papers 1073, Kiel Institute for the World Economy.
    13. Lall, Somik V. & Selod, Harris & Shalizi, Zmarak, 2006. "Rural-urban migration in developing countries : a survey of theoretical predictions and empirical findings," Policy Research Working Paper Series 3915, The World Bank.
    14. John P. Haisken-DeNew & Maren M. Michaelsen, 2011. "Migration Magnet: The Role of Work Experience in Rural-Urban Wage Diff erentials in Mexico," Ruhr Economic Papers 0263, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    15. Hayley McEwen & Anthony Leiman, 2008. "The Car Guards of Cape Town: A Public Good Analysis," SALDRU Working Papers 25, Southern Africa Labour and Development Research Unit, University of Cape Town.
    16. Zenou, Yves, 2011. "Search, migration, and urban land use: The case of transportation policies," Journal of Development Economics, Elsevier, vol. 96(2), pages 174-187, November.
    17. Gary S. Fields, 2004. "Dualism In The Labor Market: A Perspective On The Lewis Model After Half A Century," Manchester School, University of Manchester, vol. 72(6), pages 724-735, December.
    18. Prodyumna Goutam & Italo A. Gutierrez & Krishna B. Kumar & Shanthi Nataraj, 2017. "Does Informal Employment Respond to Growth Opportunities? Trade-Based Evidence from Bangladesh," Working Papers 1198, RAND Corporation.
    19. Katy Cornwell & Brett Inder, 2004. "Migration and Unemployment in South Africa: When Motivation Surpasses the Theory," Monash Econometrics and Business Statistics Working Papers 2/04, Monash University, Department of Econometrics and Business Statistics.
    20. Blattman, Christopher & Dercon, Stefan & Franklin, Simon, 2022. "Impacts of industrial and entrepreneurial jobs on youth: 5-year experimental evidence on factory job offers and cash grants in Ethiopia," Journal of Development Economics, Elsevier, vol. 156(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    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:eee:phsmap:v:490:y:2018:i:c:p:1061-1075. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/physica-a-statistical-mechpplications/ .

    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.