IDEAS home Printed from https://ideas.repec.org/a/eee/chieco/v76y2022ics1043951x22001110.html
   My bibliography  Save this article

Broadband infrastructure and digital financial inclusion in rural China

Author

Listed:
  • Niu, Geng
  • Jin, XiaoShu
  • Wang, Qi
  • Zhou, Yang

Abstract

This paper examines the relationship between the large-scale construction of broadband infrastructure and digital financial inclusion in rural China. To make causal inferences, we exploit a quasi-natural experiment and use a difference-in-differences identification strategy with a panel dataset of Chinese counties from 2014 to 2018. The results show that broadband infrastructure significantly contributes to digital financial inclusion. Furthermore, we distinguish between two dimensions of digital inclusion, namely, coverage and usage. We find that while broadband infrastructure promotes the coverage dimension, its effect on the usage dimension is limited. In addition, the effect of broadband infrastructure on digital financial inclusion in the usage dimension is larger in areas with higher levels of human capital, higher levels of social capital, and higher penetrations of bank branches. Accounting for these moderators is important to fully harness the potential of broadband infrastructure for financial inclusion.

Suggested Citation

  • Niu, Geng & Jin, XiaoShu & Wang, Qi & Zhou, Yang, 2022. "Broadband infrastructure and digital financial inclusion in rural China," China Economic Review, Elsevier, vol. 76(C).
    • Handle: RePEc:eee:chieco:v:76:y:2022:i:c:s1043951x22001110
    DOI: 10.1016/j.chieco.2022.101853
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1043951X22001110
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.chieco.2022.101853?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Grohmann, Antonia & Klühs, Theres & Menkhoff, Lukas, 2018. "Does financial literacy improve financial inclusion? Cross country evidence," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 111, pages 84-96.
    2. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    3. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    4. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    5. Thorsten Beck & Asli Demirgüç-Kunt & Maria Soledad Martinez Peria, 2008. "Banking Services for Everyone? Barriers to Bank Access and Use around the World," The World Bank Economic Review, World Bank, vol. 22(3), pages 397-430, November.
    6. Lu, Weijie & Niu, Geng & Zhou, Yang, 2021. "Individualism and financial inclusion," Journal of Economic Behavior & Organization, Elsevier, vol. 183(C), pages 268-288.
    7. Thakor, Anjan, 2020. "Corrigendum to: Fintech and Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 43(C).
    8. Paunov, Caroline & Rollo, Valentina, 2016. "Has the Internet Fostered Inclusive Innovation in the Developing World?," World Development, Elsevier, vol. 78(C), pages 587-609.
    9. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    10. Turk, Tomaž & Trkman, Peter, 2012. "Bass model estimates for broadband diffusion in European countries," Technological Forecasting and Social Change, Elsevier, vol. 79(1), pages 85-96.
    11. Medeiros, Victor & Ribeiro, Rafael Saulo Marques & Amaral, Pedro Vasconcelos Maia do, 2021. "Infrastructure and household poverty in Brazil: A regional approach using multilevel models," World Development, Elsevier, vol. 137(C).
    12. Lehtonen, Olli, 2020. "Population grid-based assessment of the impact of broadband expansion on population development in rural areas," Telecommunications Policy, Elsevier, vol. 44(10).
    13. Martin Brown & Benjamin Guin & Karolin Kirschenmann, 2016. "Microfinance Banks and Financial Inclusion," Review of Finance, European Finance Association, vol. 20(3), pages 907-946.
    14. Conrad Murendo & Meike Wollni & Alan De Brauw & Nicholas Mugabi, 2018. "Social Network Effects on Mobile Money Adoption in Uganda," Journal of Development Studies, Taylor & Francis Journals, vol. 54(2), pages 327-342, February.
    15. Gnangnon, Sèna Kimm & Iyer, Harish, 2018. "Does bridging the Internet Access Divide contribute to enhancing countries' integration into the global trade in services markets?," Telecommunications Policy, Elsevier, vol. 42(1), pages 61-77.
    16. Lisa J. Dettling & Sarena Goodman & Jonathan Smith, 2018. "Every Little Bit Counts: The Impact of High-Speed Internet on the Transition to College," The Review of Economics and Statistics, MIT Press, vol. 100(2), pages 260-273, May.
    17. Ms. Ratna Sahay & Mr. Ulric Eriksson von Allmen & Ms. Amina Lahreche & Purva Khera & Ms. Sumiko Ogawa & Majid Bazarbash & Ms. Kimberly Beaton, 2020. "The Promise of Fintech: Financial Inclusion in the Post COVID-19 Era," IMF Departmental Papers / Policy Papers 2020/009, International Monetary Fund.
    18. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2004. "The Role of Social Capital in Financial Development," American Economic Review, American Economic Association, vol. 94(3), pages 526-556, June.
    19. Asli Demirguc-Kunt & Leora Klapper, 2013. "Measuring Financial Inclusion: Explaining Variation in Use of Financial Services across and within Countries," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(1 (Spring), pages 279-340.
    20. Oughton, Edward J. & Comini, Niccolò & Foster, Vivien & Hall, Jim W., 2022. "Policy choices can help keep 4G and 5G universal broadband affordable," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    21. Asli Demirguc-Kunt & Leora Klapper, 2013. "Measuring Financial Inclusion: Explaining Variation in Use of Financial Services across and within Countries," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 46(1 (Spring), pages 279-340.
    22. Eliana La Ferrara & Alberto Chong & Suzanne Duryea, 2012. "Soap Operas and Fertility: Evidence from Brazil," American Economic Journal: Applied Economics, American Economic Association, vol. 4(4), pages 1-31, October.
    23. Raj Chetty & Adam Looney & Kory Kroft, 2009. "Salience and Taxation: Theory and Evidence," American Economic Review, American Economic Association, vol. 99(4), pages 1145-1177, September.
    24. Thakor, Anjan V., 2020. "Fintech and banking: What do we know?," Journal of Financial Intermediation, Elsevier, vol. 41(C).
    25. Li Gan & Zhichao Yin & Nan Jia & Shu Xu & Shuang Ma & Lu Zheng, 2014. "Data you need to know about China," Springer Books, Springer, edition 127, number 978-3-642-38151-5, June.
    26. Yamakawa, Peter & Cadillo, Gloria & Tornero, Rubén, 2012. "Critical factors for the expansion of broadband in developing countries: The case of Peru," Telecommunications Policy, Elsevier, vol. 36(7), pages 560-570.
    27. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    28. Jonas Hjort & Jonas Poulsen, 2019. "The Arrival of Fast Internet and Employment in Africa," American Economic Review, American Economic Association, vol. 109(3), pages 1032-1079, March.
    29. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    30. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2008. "Trusting the Stock Market," Journal of Finance, American Finance Association, vol. 63(6), pages 2557-2600, December.
    31. Claire Célerier & Adrien Matray, 2019. "Bank-Branch Supply, Financial Inclusion, and Wealth Accumulation," The Review of Financial Studies, Society for Financial Studies, vol. 32(12), pages 4767-4809.
    32. Hakan Yilmazkuday, 2011. "Thresholds in the Finance-Growth Nexus: A Cross-Country Analysis," The World Bank Economic Review, World Bank, vol. 25(2), pages 278-295, May.
    33. Guy Michaels & Ashwini Natraj & John Van Reenen, 2010. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over 25 Years," CEP Discussion Papers dp0987, Centre for Economic Performance, LSE.
    34. Bertschek Irene & Briglauer Wolfgang & Hüschelrath Kai & Kauf Benedikt & Niebel Thomas, 2015. "The Economic Impacts of Broadband Internet: A Survey," Review of Network Economics, De Gruyter, vol. 14(4), pages 201-227, December.
    35. Shawn Cole & Anna Paulson & Gauri Kartini Shastry, 2014. "Smart Money? The Effect of Education on Financial Outcomes," The Review of Financial Studies, Society for Financial Studies, vol. 27(7), pages 2022-2051.
    36. Kolko, Jed, 2012. "Broadband and local growth," Journal of Urban Economics, Elsevier, vol. 71(1), pages 100-113.
    37. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    38. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    39. Jain, Rekha, 2014. "The Indian broadband plan: A review and implications for theory," Telecommunications Policy, Elsevier, vol. 38(3), pages 278-290.
    40. repec:bla:jfinan:v:59:y:2004:i:1:p:137-163 is not listed on IDEAS
    41. Ciro Biderman & JoãoMP DeMello & Alexandre Schneider, 2010. "Dry Laws and Homicides: Evidence from the São Paulo Metropolitan Area," Economic Journal, Royal Economic Society, vol. 120(543), pages 157-182, March.
    42. Nina Czernich & Oliver Falck & Tobias Kretschmer & Ludger Woessmann, 2011. "Broadband Infrastructure and Economic Growth," Economic Journal, Royal Economic Society, vol. 121(552), pages 505-532, May.
    43. Canzian, Giulia & Poy, Samuele & Schüller, Simone, 2019. "Broadband upgrade and firm performance in rural areas: Quasi-experimental evidence," Regional Science and Urban Economics, Elsevier, vol. 77(C), pages 87-103.
    44. Niu, Geng & Zhou, Yang & Gan, Hongwu, 2020. "Financial literacy and retirement preparation in China," Pacific-Basin Finance Journal, Elsevier, vol. 59(C).
    45. Xu, Xiaoyan, 2020. "Trust and financial inclusion: A cross-country study," Finance Research Letters, Elsevier, vol. 35(C).
    46. Bourreau, Marc & Feasey, Richard & Nicolle, Ambre, 2020. "Assessing fifteen years of State Aid for broadband in the European Union: A quantitative analysis," Telecommunications Policy, Elsevier, vol. 44(7).
    47. Thorsten Beck & Asli Demirgüç-Kunt & Ross Levine, 2007. "Finance, inequality and the poor," Journal of Economic Growth, Springer, vol. 12(1), pages 27-49, March.
    48. Li, Xiaorong & Wang, Steven Shuye & Wang, Xue, 2019. "Trust and IPO underpricing," Journal of Corporate Finance, Elsevier, vol. 56(C), pages 224-248.
    49. Matthew Gentzkow, 2006. "Television and Voter Turnout," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(3), pages 931-972.
    50. Guy Michaels & Ashwini Natraj & John Van Reenen, 2014. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 60-77, March.
    51. Demirguc-Kunt,Asli & Klapper,Leora & Singer,Dorothe, 2017. "Financial inclusion and inclusive growth : a review of recent empirical evidence," Policy Research Working Paper Series 8040, The World Bank.
    52. Li, Pei & Lu, Yi & Wang, Jin, 2016. "Does flattening government improve economic performance? Evidence from China," Journal of Development Economics, Elsevier, vol. 123(C), pages 18-37.
    53. Kabakova, Oksana & Plaksenkov, Evgeny, 2018. "Analysis of factors affecting financial inclusion: Ecosystem view," Journal of Business Research, Elsevier, vol. 89(C), pages 198-205.
    54. David Audretsch & Diana Heger & Tobias Veith, 2015. "Infrastructure and entrepreneurship," Small Business Economics, Springer, vol. 44(2), pages 219-230, 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. Lu, Weijie & Niu, Geng & Zhou, Yang, 2021. "Individualism and financial inclusion," Journal of Economic Behavior & Organization, Elsevier, vol. 183(C), pages 268-288.
    2. Ma, Yechi & Ding, Yibing & Bu, Ziwen & Li, Suyang, 2024. "Political freedom and financial inclusion: Unraveling social trust and political rent-seeking," Journal of Economic Behavior & Organization, Elsevier, vol. 220(C), pages 46-65.
    3. Chen, Shiyi & Jiang, Lingduo & Liu, Wanlin & Song, Hong, 2022. "Fireworks regulation, air pollution, and public health: Evidence from China," Regional Science and Urban Economics, Elsevier, vol. 92(C).
    4. Dar, Shafkat Shafi & Sahu, Sohini, 2022. "The effect of language on financial inclusion," Economic Modelling, Elsevier, vol. 106(C).
    5. Luo, Qi & Hu, Haoyu & Feng, Dawei & He, Xiaogang, 2022. "How does broadband infrastructure promote entrepreneurship in China: Evidence from a quasi-natural experiment," Telecommunications Policy, Elsevier, vol. 46(10).
    6. Shiyi Chen & Wanlin Liu & Hong Song & Qing Zhang, 2024. "Government‐led e‐commerce expansion project and rural household income: Evidence and mechanisms," Economic Inquiry, Western Economic Association International, vol. 62(1), pages 150-174, January.
    7. Wang, Yi & Niu, Geng & Zhou, Yang & Lu, Weijie, 2023. "Broadband internet and stock market participation," International Review of Financial Analysis, Elsevier, vol. 85(C).
    8. Shruti Malik & Girish Chandra Maheshwari & Archana Singh, 2019. "Understanding Financial Inclusion in India: A Theoretical Framework Building Through SAP–LAP and Efficient IRP," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(2), pages 117-140, June.
    9. Gallego-Losada, María-Jesús & Montero-Navarro, Antonio & García-Abajo, Elisa & Gallego-Losada, Rocío, 2023. "Digital financial inclusion. Visualizing the academic literature," Research in International Business and Finance, Elsevier, vol. 64(C).
    10. Grohmann, Antonia & Klühs, Theres & Menkhoff, Lukas, 2018. "Does financial literacy improve financial inclusion? Cross country evidence," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 111, pages 84-96.
    11. Van Parys, Jessica & Brown, Zach Y., 2024. "Broadband Internet access and health outcomes: Patient and provider responses in Medicare," International Journal of Industrial Organization, Elsevier, vol. 95(C).
    12. Xufei Zhang & Hongsheng Fang & Lin Guo, 2023. "Corporate Endowment Insurance Fee Reduction and Employee Wages: Evidence from China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 31(2), pages 192-222, March.
    13. Oughton, Edward J. & Comini, Niccolò & Foster, Vivien & Hall, Jim W., 2022. "Policy choices can help keep 4G and 5G universal broadband affordable," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    14. Cambini, Carlo & Grinza, Elena & Sabatino, Lorien, 2023. "Ultra-fast broadband access and productivity: Evidence from Italian firms," International Journal of Industrial Organization, Elsevier, vol. 86(C).
    15. Carlo Cambini & Lorien Sabatino, 2023. "Digital highways and firm turnover," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 32(4), pages 673-713, October.
    16. Helena Susana Amaral Geraldes & Ana Paula Matias Gama & Mário Augusto, 2022. "Reaching Financial Inclusion: Necessary and Sufficient Conditions," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 162(2), pages 599-617, July.
    17. Chang, Dingyi & Zhang, Ning, 2024. "The effect of cultural system reform on tourism development: Evidence from China," Structural Change and Economic Dynamics, Elsevier, vol. 70(C), pages 77-90.
    18. Li, Pei & Lu, Yi & Wang, Jin, 2016. "Does flattening government improve economic performance? Evidence from China," Journal of Development Economics, Elsevier, vol. 123(C), pages 18-37.
    19. Mohd Daud, Siti Nurazira & Ahmad, Abd Halim & Trinugroho, Irwan, 2024. "Financial inclusion, digital technology, and economic growth: Further evidence," Research in International Business and Finance, Elsevier, vol. 70(PB).
    20. Chen, Yvonne Jie & Li, Pei & Lu, Yi, 2018. "Career concerns and multitasking local bureaucrats: Evidence of a target-based performance evaluation system in China," Journal of Development Economics, Elsevier, vol. 133(C), pages 84-101.

    More about this item

    Keywords

    Broadband; Financial inclusion; Digital finance; Universal telecom services; China;
    All these keywords.

    JEL classification:

    • G2 - Financial Economics - - Financial Institutions and Services
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights

    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:chieco:v:76:y:2022:i:c:s1043951x22001110. 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/chieco .

    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.