IDEAS home Printed from https://ideas.repec.org/a/eee/jcecon/v54y2026i2p467-483.html

The long-term impact of industrialization campaigns on human capital accumulation: Evidence from the “Construction of Third Front” in China

Author

Listed:
  • Fang, Guanghua
  • Liang, Yinhe
  • Qin, Fan

Abstract

In the early 1960s, China launched the “Construction of Third Front” (TF) industrialization campaign for national defense considerations, which significantly spurred manufacturing growth in the underdeveloped hinterland. Exploiting variation in the exposure to the TF across prefectures and cohorts, we find that the TF significantly increased human capital accumulation in the long term. These effects were plausibly driven by improved access to education and healthcare, an income effect, and the dominance of the positive effect of educational returns over the negative impact of the opportunity cost. Further analysis reveals that children with greater exposure to the TF experienced better labor market outcomes, delayed fertility, and smaller family sizes in adulthood.

Suggested Citation

  • Fang, Guanghua & Liang, Yinhe & Qin, Fan, 2026. "The long-term impact of industrialization campaigns on human capital accumulation: Evidence from the “Construction of Third Front” in China," Journal of Comparative Economics, Elsevier, vol. 54(2), pages 467-483.
  • Handle: RePEc:eee:jcecon:v:54:y:2026:i:2:p:467-483
    DOI: 10.1016/j.jce.2026.01.001
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0147596726000016
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jce.2026.01.001?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. Alexandra de Pleijt & Alessandro Nuvolari & Jacob Weisdorf, 2020. "Human Capital Formation During the First Industrial Revolution: Evidence from the use of Steam Engines," Journal of the European Economic Association, European Economic Association, vol. 18(2), pages 829-889.
    2. Patrick Kline & Enrico Moretti, 2014. "People, Places, and Public Policy: Some Simple Welfare Economics of Local Economic Development Programs," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 629-662, August.
    3. Chin, Aimee, 2005. "Can redistributing teachers across schools raise educational attainment? Evidence from Operation Blackboard in India," Journal of Development Economics, Elsevier, vol. 78(2), pages 384-405, December.
    4. Anjali Adukia, 2017. "Sanitation and Education," American Economic Journal: Applied Economics, American Economic Association, vol. 9(2), pages 23-59, April.
    5. repec:spo:wpmain:info:hdl:2441/125h4fg7e89gi95ui3ml6ggod9 is not listed on IDEAS
    6. Thierry Mayer & Florian Mayneris & Loriane Py, 2017. "The impact of Urban Enterprise Zones on establishment location decisions and labor market outcomes: evidence from France," Journal of Economic Geography, Oxford University Press, vol. 17(4), pages 709-752.
    7. Raphaël Franck, 2023. "The Impact of Industrialization on Secondary Schooling during the Industrial Revolution: Evidence from 19th Century France," CESifo Working Paper Series 10209, CESifo.
    8. repec:spo:wpmain:info:hdl:2441/3l4arseauo82kr3cm0qr8uihmg is not listed on IDEAS
    9. Fangwen Lu & Weizeng Sun & Jianfeng Wu, 2023. "Special Economic Zones and Human Capital Investment: 30 Years of Evidence from China," American Economic Journal: Economic Policy, American Economic Association, vol. 15(3), pages 35-64, August.
    10. Andrabi, Tahir & Das, Jishnu & Khwaja, Asim Ijaz, 2013. "Students today, teachers tomorrow: Identifying constraints on the provision of education," Journal of Public Economics, Elsevier, vol. 100(C), pages 1-14.
    11. Karthik Muralidharan & Nishith Prakash, 2017. "Cycling to School: Increasing Secondary School Enrollment for Girls in India," American Economic Journal: Applied Economics, American Economic Association, vol. 9(3), pages 321-350, July.
    12. Esther Duflo, 2001. "Schooling and Labor Market Consequences of School Construction in Indonesia: Evidence from an Unusual Policy Experiment," American Economic Review, American Economic Association, vol. 91(4), pages 795-813, September.
    13. Eric V. Edmonds & Nina Pavcnik & Petia Topalova, 2010. "Trade Adjustment and Human Capital Investments: Evidence from Indian Tariff Reform," American Economic Journal: Applied Economics, American Economic Association, vol. 2(4), pages 42-75, October.
    14. Huang, Wei & Liu, Hong, 2023. "Early childhood exposure to health insurance and adolescent outcomes: Evidence from rural China," Journal of Development Economics, Elsevier, vol. 160(C).
    15. Anne Le Brun & Susan R. Helper & David I. Levine, 2011. "The Effect of Industrialization on Children’s Education. The Experience of Mexico," Review of Economics and Institutions, Università di Perugia, vol. 2(2).
    16. Thierry Mayer & Florian Mayneris & Loriane Py, 2017. "The impact of Urban Enterprise Zones on establishment location decisions and labor market outcomes: evidence from France," Journal of Economic Geography, Oxford University Press, vol. 17(4), pages 709-752.
    17. Yi Chen & Ziying Fan & Xiaomin Gu & Li-An Zhou, 2020. "Arrival of Young Talent: The Send-Down Movement and Rural Education in China," American Economic Review, American Economic Association, vol. 110(11), pages 3393-3430, November.
    18. Michael Geruso & Dean Spears, 2018. "Neighborhood Sanitation and Infant Mortality," American Economic Journal: Applied Economics, American Economic Association, vol. 10(2), pages 125-162, April.
    19. Balza, Lenin H. & De Los Rios, Camilo & Jimenez Mori, Raul & Manzano, Osmel, 2025. "The local human capital costs of oil exploitation," Journal of Development Economics, Elsevier, vol. 173(C).
    20. Heath, Rachel & Mushfiq Mobarak, A., 2015. "Manufacturing growth and the lives of Bangladeshi women," Journal of Development Economics, Elsevier, vol. 115(C), pages 1-15.
    21. Shenoy, Ajay, 2018. "Regional development through place-based policies: Evidence from a spatial discontinuity," Journal of Development Economics, Elsevier, vol. 130(C), pages 173-189.
    22. Franck, Raphaël & Galor, Oded, 2021. "Flowers of evil? Industrialization and long run development," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 108-128.
    23. Dean Spears & Sneha Lamba, 2016. "Effects of Early-Life Exposure to Sanitation on Childhood Cognitive Skills: Evidence from India’s Total Sanitation Campaign," Journal of Human Resources, University of Wisconsin Press, vol. 51(2), pages 298-327.
    24. David Atkin, 2016. "Endogenous Skill Acquisition and Export Manufacturing in Mexico," American Economic Review, American Economic Association, vol. 106(8), pages 2046-2085, August.
    25. Wang, Jin, 2013. "The economic impact of Special Economic Zones: Evidence from Chinese municipalities," Journal of Development Economics, Elsevier, vol. 101(C), pages 133-147.
    26. Jia, Junxue & Ma, Guangrong & Qin, Cong & Wang, Liyan, 2020. "Place-based policies, state-led industrialisation, and regional development: Evidence from China's Great Western Development Programme," European Economic Review, Elsevier, vol. 123(C).
    27. Dana Burde & Leigh L. Linden, 2013. "Bringing Education to Afghan Girls: A Randomized Controlled Trial of Village-Based Schools," American Economic Journal: Applied Economics, American Economic Association, vol. 5(3), pages 27-40, July.
    28. Enrico Moretti, 2014. "Local Economic Development, Agglomeration Economies, and the Big Push: 100 Years of Evidence from the Tennessee Valley Authority," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 275-331.
    29. Bladimir Carrillo, 2020. "Present Bias and Underinvestment in Education? Long-Run Effects of Childhood Exposure to Booms in Colombia," Journal of Labor Economics, University of Chicago Press, vol. 38(4), pages 1127-1265.
    30. Raphaël Franck, 2023. "The impact of industrialization on secondary schooling during the industrial revolution: evidence from nineteenth-century France," Journal of Population Economics, Springer;European Society for Population Economics, vol. 36(4), pages 2007-2023, October.
    31. Xiao, Yun & Li, Li & Zhao, Liqiu, 2017. "Education on the cheap: The long-run effects of a free compulsory education reform in rural china," Journal of Comparative Economics, Elsevier, vol. 45(3), pages 544-562.
    32. Murphy, Kevin M & Shleifer, Andrei & Vishny, Robert W, 1989. "Industrialization and the Big Push," Journal of Political Economy, University of Chicago Press, vol. 97(5), pages 1003-1026, October.
    33. Gobillon, Laurent & Magnac, Thierry & Selod, Harris, 2012. "Do unemployed workers benefit from enterprise zones? The French experience," Journal of Public Economics, Elsevier, vol. 96(9-10), pages 881-892.
    34. Zhao, Chuanmin & Qu, Xi, 2024. "Place-based policies, rural employment, and intra-household resources allocation: Evidence from China’s economic zones," Journal of Development Economics, Elsevier, vol. 167(C).
    35. Chiara Criscuolo & Ralf Martin & Henry G. Overman & John Van Reenen, 2019. "Some Causal Effects of an Industrial Policy," American Economic Review, American Economic Association, vol. 109(1), pages 48-85, January.
    36. Gary S. Becker, 1964. "Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, First Edition," NBER Books, National Bureau of Economic Research, Inc, number beck-5, February.
    37. Elena Esposito & Scott F. Abramson, 2021. "The European coal curse," Journal of Economic Growth, Springer, vol. 26(1), pages 77-112, March.
    38. Edward Miguel & Michael Kremer, 2004. "Worms: Identifying Impacts on Education and Health in the Presence of Treatment Externalities," Econometrica, Econometric Society, vol. 72(1), pages 159-217, January.
    39. Anjali Adukia & Sam Asher & Paul Novosad, 2020. "Educational Investment Responses to Economic Opportunity: Evidence from Indian Road Construction," American Economic Journal: Applied Economics, American Economic Association, vol. 12(1), pages 348-376, January.
    40. Joshua D. Angrist & Alan B. Keueger, 1991. "Does Compulsory School Attendance Affect Schooling and Earnings?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(4), pages 979-1014.
    41. Raphaël Franck & Oded Galor, 2022. "Technology-Skill Complementarity in Early Phases of Industrialisation," The Economic Journal, Royal Economic Society, vol. 132(642), pages 618-643.
    42. Chaurey, Ritam, 2017. "Location-based tax incentives: Evidence from India," Journal of Public Economics, Elsevier, vol. 156(C), pages 101-120.
    43. van Hoorn, André, 2019. "Cultural determinants of human capital accumulation: Evidence from the European Social Survey," Journal of Comparative Economics, Elsevier, vol. 47(2), pages 429-440.
    44. Foster, Andrew D & Rosenzweig, Mark R, 1996. "Technical Change and Human-Capital Returns and Investments: Evidence from the Green Revolution," American Economic Review, American Economic Association, vol. 86(4), pages 931-953, September.
    45. Réka Juhász & Nathan Lane & Dani Rodrik, 2024. "The New Economics of Industrial Policy," Annual Review of Economics, Annual Reviews, vol. 16(1), pages 213-242, August.
    46. Krisztina Kis-Katos & Robert Sparrow, 2011. "Child Labor and Trade Liberalization in Indonesia," Journal of Human Resources, University of Wisconsin Press, vol. 46(4), pages 722-749.
    47. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
    48. repec:hal:pseose:hal-00812979 is not listed on IDEAS
    49. Liang, Yinhe & Peng, Xiaobo & Sun, Meiping Aggie, 2025. "Long-term impacts of growth and development monitoring: Evidence from routine health examinations in early childhood," Journal of Health Economics, Elsevier, vol. 101(C).
    50. Alkon, Meir, 2018. "Do special economic zones induce developmental spillovers? Evidence from India’s states," World Development, Elsevier, vol. 107(C), pages 396-409.
    51. Paul Schultz, T., 2004. "School subsidies for the poor: evaluating the Mexican Progresa poverty program," Journal of Development Economics, Elsevier, vol. 74(1), pages 199-250, June.
    52. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    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. Hu, Wanqi & Huang, Wangen & Wu, Jianxin & Zhang, Chaokai, 2024. "Place-based policies and local human capital accumulation: Evidence from China's special economic zone program," China Economic Review, Elsevier, vol. 85(C).
    2. Abagna, Matthew Amalitinga & Hornok, Cecília & Mulyukova, Alina, 2025. "Place-based Policies and Household Wealth in Africa," Open Access Publications from Kiel Institute for the World Economy 342327, Kiel Institute for the World Economy.
    3. Abagna, Matthew Amalitinga & Hornok, Cecília & Mulyukova, Alina, 2025. "Place-based Policies and Household Wealth in Africa," Journal of Development Economics, Elsevier, vol. 176(C).
    4. Yu, Weihua & Yu, Zengyang, 2026. "Industrial policy and human capital accumulation of urban children: Evidence from the Third Front Construction in China," Economic Modelling, Elsevier, vol. 160(C).
    5. Gallé, Johannes & Overbeck, Daniel & Riedel, Nadine & Seidel, Tobias, 2024. "Place-based policies, structural change and female labor: Evidence from India’s Special Economic Zones," Journal of Public Economics, Elsevier, vol. 240(C).
    6. Adrien Montalbo, 2019. "Education and economic development. The influence of primary schooling on municipalities in nineteenth-century France," Working Papers halshs-02286126, HAL.
    7. Blakeslee,David & Chaurey,Ritam & Fishman,Ram & Malik,Samreen, 2021. "Land Rezoning and Structural Transformation in Rural India : Evidence from the Industrial Areas Program," Policy Research Working Paper Series 9541, The World Bank.
    8. Jia, Junxue & Ma, Guangrong & Qin, Cong & Wang, Liyan, 2020. "Place-based policies, state-led industrialisation, and regional development: Evidence from China's Great Western Development Programme," European Economic Review, Elsevier, vol. 123(C).
    9. Soyoung Kim & Yuki Higuchi & Kei Kajisa & Yasuyuki Sawada, 2024. "Infrastructure and Structural Transformation: Evidence from Satellite, Administrative, and Multi-Generation Household Data in a Developing Country," CIRJE F-Series CIRJE-F-1237, CIRJE, Faculty of Economics, University of Tokyo.
    10. Adrien Montalbo, 2019. "Education and economic development. The influence of primary schooling on municipalities in nineteenth-century France," PSE Working Papers halshs-02286126, HAL.
    11. Mane, Klint & Park, Geunyong & Shen, Ande, 2025. "High-tech clusters, labor demand, and inequality: Evidence from “Made in China 2025”," Regional Science and Urban Economics, Elsevier, vol. 115(C).
    12. Anjali Adukia & Sam Asher & Paul Novosad, 2020. "Educational Investment Responses to Economic Opportunity: Evidence from Indian Road Construction," American Economic Journal: Applied Economics, American Economic Association, vol. 12(1), pages 348-376, January.
    13. Yang Yang & Teng Huang & Tianjun Liu, 2024. "Do place‐based policies impact residents’ nutrient intake? Evidence from China," Agricultural Economics, International Association of Agricultural Economists, vol. 55(5), pages 871-894, September.
    14. Görg, Holger & Mulyukova, Alina, 2024. "Place-based policies and firm performance: Evidence from Special Economic Zones in India," European Economic Review, Elsevier, vol. 165(C).
    15. Zhao, Chuanmin & Xie, Rui & Ma, Chunbo & Han, Feng, 2022. "Understanding the haze pollution effects of China's development zone program," Energy Economics, Elsevier, vol. 111(C).
    16. Cheng, Shiyu & Song, Yaxiang & Tu, Yao, 2025. "Place-based policies, creation and reallocation effects on city exports: Insights from China's cross-border E-commerce comprehensive pilot zones," China Economic Review, Elsevier, vol. 93(C).
    17. José Mesquita & João Pereira dos Santos & José Tavares, 2025. "European funds and firm performance: evidence from a natural experiment," Small Business Economics, Springer, vol. 65(4), pages 2143-2178, December.
    18. Seebacher, Moritz, 2023. "Pathways to progress: The complementarity of bicycles and road infrastructure for girls’ education," Economics of Education Review, Elsevier, vol. 97(C).
    19. Rothenberg, Alexander D. & Wang, Yao & Chari, Amalavoyal, 2025. "When regional policies fail: An evaluation of Indonesia’s Integrated Economic Development Zones," Journal of Development Economics, Elsevier, vol. 176(C).
    20. Neumark, David & Simpson, Helen, 2015. "Place-Based Policies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 1197-1287, Elsevier.

    More about this item

    Keywords

    ;
    ;
    ;

    JEL classification:

    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O18 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Urban, Rural, Regional, and Transportation Analysis; Housing; Infrastructure
    • R1 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics

    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:jcecon:v:54:y:2026:i:2:p:467-483. 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.elsevier.com/locate/inca/622864 .

    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.