IDEAS home Printed from https://ideas.repec.org/p/eti/dpaper/25038.html

The Direct and Indirect Effects of the Belt and Road Initiative on Exports to China

Author

Listed:
  • Haonan LI
  • Yasuyuki TODO

Abstract

This study investigates the direct effect of a country's participation in China’s Belt and Road Initiative (BRI) on its exports to China, as well as its indirect effect on other countries' exports to China. Using an event study approach, staggered difference-in-differences methodology, and spatial econometric models, we find that participation in the BRI significantly increases member countries’ exports to China, partly because of improvements in infrastructure. We also find evidence showing that countries without strong pre-existing political ties with China are more likely to experience greater export gains after joining the BRI. Furthermore, employing the Spatial Durbin Model, we find that the BRI has a significantly negative indirect effect on exports of countries with a manufacturing share similar to those of BRI members. This result likely reflects heightened competitive pressures, as the BRI increases exports to China from members. However, when using a spatial weight matrix constructed based on geographic distance, we find no significant indirect effect, suggesting that the positive effect of the BRI does not spill over to geographic neighbor countries through infrastructure development.

Suggested Citation

  • Haonan LI & Yasuyuki TODO, 2025. "The Direct and Indirect Effects of the Belt and Road Initiative on Exports to China," Discussion papers 25038, Research Institute of Economy, Trade and Industry (RIETI).
  • Handle: RePEc:eti:dpaper:25038
    as

    Download full text from publisher

    File URL: https://www.rieti.go.jp/jp/publications/dp/25e038.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. de Soyres, François & Mulabdic, Alen & Ruta, Michele, 2020. "Common transport infrastructure: A quantitative model and estimates from the Belt and Road Initiative," Journal of Development Economics, Elsevier, vol. 143(C).
    2. Delgado, Michael S. & Florax, Raymond J.G.M., 2015. "Difference-in-differences techniques for spatial data: Local autocorrelation and spatial interaction," Economics Letters, Elsevier, vol. 137(C), pages 123-126.
    3. Weng, Chunfei & Huang, Jingong & Greenwood-Nimmo, Matthew, 2023. "The effect of clean energy investment on CO2 emissions: Insights from a Spatial Durbin Model," Energy Economics, Elsevier, vol. 126(C).
    4. Lin Sun & Michael R. Reed, 2010. "Impacts of Free Trade Agreements on Agricultural Trade Creation and Trade Diversion," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(5), pages 1351-1363.
    5. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    6. Liu, Xiaming & Wang, Chengang & Wei, Yingqi, 2001. "Causal links between foreign direct investment and trade in China," China Economic Review, Elsevier, vol. 12(2-3), pages 190-202.
    7. Du, Julan & Zhang, Yifei, 2018. "Does One Belt One Road initiative promote Chinese overseas direct investment?," China Economic Review, Elsevier, vol. 47(C), pages 189-205.
    8. Jia, Ruining & Shao, Shuai & Yang, Lili, 2021. "High-speed rail and CO2 emissions in urban China: A spatial difference-in-differences approach," Energy Economics, Elsevier, vol. 99(C).
    9. Shao, Xu, 2020. "Chinese OFDI responses to the B&R initiative: Evidence from a quasi-natural experiment," China Economic Review, Elsevier, vol. 61(C).
    10. Clarete, Ramon & Edmonds, Christopher & Wallack, Jessica Seddon, 2003. "Asian regionalism and its effects on trade in the 1980s and 1990s," Journal of Asian Economics, Elsevier, vol. 14(1), pages 91-129, February.
    11. Liu, Haiyue & Wang, Cangyu & Zhang, Qin & Wang, Yile, 2024. "The impact of Chinese overseas industrial parks on the productive capability of BRI host countries," China Economic Review, Elsevier, vol. 85(C).
    12. David Lambert & Shahera McKoy, 2009. "Trade Creation and Diversion Effects of Preferential Trade Associations on Agricultural and Food Trade," Journal of Agricultural Economics, Wiley Blackwell, vol. 60(1), pages 17-39, February.
    13. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    14. Du, Yingxin & Ju, Jiandong & Ramirez, Carlos D. & Yao, Xi, 2017. "Bilateral trade and shocks in political relations: Evidence from China and some of its major trading partners, 1990–2013," Journal of International Economics, Elsevier, vol. 108(C), pages 211-225.
    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. Todo, Yasuyuki & Nishitateno, Shuhei & Brown, Sean, 2025. "The impact of the Belt and Road Initiative on foreign direct investment from China, the United States, and major investor countries," Journal of the Japanese and International Economies, Elsevier, vol. 77(C).
    2. Kyle Butts, 2021. "Difference-in-Differences Estimation with Spatial Spillovers," Papers 2105.03737, arXiv.org, revised Jun 2023.
    3. Chabé-Ferret, Sylvain & Reynaud, Arnaud & Tène, Eva, 2021. "Water Quality, Policy Diffusion Effects and Farmers’ Behavior," TSE Working Papers 21-1229, Toulouse School of Economics (TSE).
    4. Weifeng Lu & Yabing Qin & Guifang Wang, 2026. "The heterogeneous impacts of new energy vehicle promotion on carbon emissions: a quasi-natural experiment in China," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 31(3), pages 1-25, March.
    5. Qunfang Xu & Kairui Cao & Jiaying Dai & Yuanyuan Zhu & Yue Dai, 2023. "Nonlinear Effects of Eco-Industrial Parks on Sulfur Dioxide and Carbon Dioxide Emissions—Estimation Based on Nonlinear DID," Sustainability, MDPI, vol. 15(3), pages 1-19, January.
    6. Shanxia Sun & Michael S. Delgado, 2024. "Local spatial difference-in-differences models: treatment correlations, response interactions, and expanded local models," Empirical Economics, Springer, vol. 67(5), pages 2077-2107, November.
    7. Hu, Shan & Zhang, Heqi & Wang, Yudong, 2025. "Does e-commerce development drive regional entrepreneurial activity? Spatial spillover effect and mechanism analysis," International Journal of Production Economics, Elsevier, vol. 284(C).
    8. Jiang, Wei & Jiang, Nana & Wang, Ke-Liang, 2025. "The local effects and neighborhood effects of high-speed railway on urban entrepreneurial vitality: Evidence from China," Socio-Economic Planning Sciences, Elsevier, vol. 98(C).
    9. Duman, Zaenhaer & Mao, Xianqiang & Zhang, Shining & Chen, Xing & Gao, Yubing & Chen, Yongpeng & Hu, Yunjun & Chang, Yifan & Si, Xiaopeng & Han, Zichen, 2025. "Spatiotemporal dynamics and spatial spillover effects of ultra-high voltage power grid expansion on carbon emissions in China," Energy, Elsevier, vol. 339(C).
    10. Nugent, Jeffrey B. & Lu, Jiaxuan, 2021. "China's outward foreign direct investment in the Belt and Road Initiative: What are the motives for Chinese firms to invest?," China Economic Review, Elsevier, vol. 68(C).
    11. Andrea Ciaccio & Francesco Moscone & Elisa Tosetti, 2025. "Environmental Policy and Firm Performance in Europe: A Difference-in-Differences Approach with Spillovers," Papers 2512.15377, arXiv.org.
    12. Hong, Wei & Li, Jun, 2025. "The impact of winter clean heating pilot on Chinese green energy efficiency—Based on multi-period difference-in-differences method," Energy, Elsevier, vol. 328(C).
    13. Bas Scheer & Wiljan van den Berge & Maarten Goos & Alan Manning & Anna Salomons, 2022. "Alternative Work Arrangements and Worker Outcomes: Evidence from Payrolling," CPB Discussion Paper 435, CPB Netherlands Bureau for Economic Policy Analysis.
    14. Mac Clay, Pablo & Börner, Jan & Sellare, Jorge, 2023. "Institutional and macroeconomic stability mediate the effect of auctions on renewable energy capacity," Energy Policy, Elsevier, vol. 180(C).
    15. Katrin Huber & Geske Rolvering, 2023. "Public child care and mothers’ career trajectories," Working Papers 228, Bavarian Graduate Program in Economics (BGPE).
    16. Coury, Michael & Falconer, Liam & La Nauze, Andrea, 2024. "Wildfire smoke and private provision of public air-quality monitoring," Journal of Environmental Economics and Management, Elsevier, vol. 127(C).
    17. Catalina Amuedo‐Dorantes & Francisca M. Antman, 2022. "De facto immigration enforcement, ICE raid awareness, and worker engagement," Economic Inquiry, Western Economic Association International, vol. 60(1), pages 373-391, January.
    18. D. Mark Anderson & Yang Liang & Joseph J. Sabia, 2024. "Mandatory seatbelt laws and traffic fatalities: A reassessment," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 39(3), pages 513-521, April.
    19. Nadja van 't Hoff & Giovanni Mellace & Seetha Menon, 2025. "Gender Differences in Healthcare Utilisation -- Evidence from Unexpected Adverse Health Shocks," Papers 2509.01310, arXiv.org.
    20. Arne Henningsen & Guy Low & David Wuepper & Tobias Dalhaus & Hugo Storm & Dagim Belay & Stefan Hirsch, 2024. "Estimating Causal Effects with Observational Data: Guidelines for Agricultural and Applied Economists," IFRO Working Paper 2024/03, University of Copenhagen, Department of Food and Resource Economics.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:eti:dpaper:25038. 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: TANIMOTO, Toko (email available below). General contact details of provider: https://edirc.repec.org/data/rietijp.html .

    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.