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Digital inclusive financial and household fertility:Discoveries based on dual machine learning algorithm

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  • Xie, Yan
  • Guo, Jingjun
  • Ma, Xiaowen

Abstract

The continuous decline in fertility rates and the postponement of childbirth represent significant social issues in China. Utilizing data from the China Household Finance Survey (CHFS) spanning 2013 to 2019, this paper employs a dual machine learning algorithm (DML) to estimate the causal effects of digital inclusive finance (DIF) on family size and the age at first childbirth, while also exploring the underlying mechanisms. The findings indicate that DIF has a modest positive impact on the household fertility rate and a notable negative effect on the age at first childbirth. Specifically, DIF has contributed to a slight increase in the number of births by reducing the opportunity cost of childbirth for households and has significantly lowered the age of first childbirth by mitigating income fluctuations. Given its positive effects, DIF should be actively promoted.

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  • Xie, Yan & Guo, Jingjun & Ma, Xiaowen, 2025. "Digital inclusive financial and household fertility:Discoveries based on dual machine learning algorithm," International Review of Economics & Finance, Elsevier, vol. 97(C).
    • Handle: RePEc:eee:reveco:v:97:y:2025:i:c:s1059056024007391
    DOI: 10.1016/j.iref.2024.103747
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    1. Suri, Tavneet & Bharadwaj, Prashant & Jack, William, 2021. "Fintech and household resilience to shocks: Evidence from digital loans in Kenya," Journal of Development Economics, Elsevier, vol. 153(C).
    2. Qu, Jing & An, Xin & Feng, Bo, 2023. "Digital inclusive and rural household fertility decision-making," Finance Research Letters, Elsevier, vol. 58(PD).
    3. Joanna B. Upton & Jennifer Denno Cissé & Christopher B. Barrett, 2016. "Food security as resilience: reconciling definition and measurement," Agricultural Economics, International Association of Agricultural Economists, vol. 47(S1), pages 135-147, November.
    4. Martin Ravallion, 2012. "Why Don't We See Poverty Convergence?," American Economic Review, American Economic Association, vol. 102(1), pages 504-523, February.
    5. Lecoutere, Els & Spielman, David J. & Van Campenhout, Bjorn, 2023. "Empowering women through targeting information or role models: Evidence from an experiment in agricultural extension in Uganda," World Development, Elsevier, vol. 167(C).
    6. Fossen, Frank M. & Sorgner, Alina, 2022. "New digital technologies and heterogeneous wage and employment dynamics in the United States: Evidence from individual-level data," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    7. Daniel Kandie & Khan Jahirul Islam, 2022. "A new era of microfinance: The digital microcredit and its impact on poverty," Journal of International Development, John Wiley & Sons, Ltd., vol. 34(3), pages 469-492, April.
    8. Cissé, Jennifer Denno & Barrett, Christopher B., 2018. "Estimating development resilience: A conditional moments-based approach," Journal of Development Economics, Elsevier, vol. 135(C), pages 272-284.
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