IDEAS home Printed from https://ideas.repec.org/a/eee/finlet/v58y2023ipcs1544612323008619.html
   My bibliography  Save this article

Explainable artificial intelligence for digital finance and consumption upgrading

Author

Listed:
  • Zhou, Linjiang
  • Shi, Xiaochuan
  • Bao, Yaxiong
  • Gao, Lihua
  • Ma, Chao

Abstract

Recently, the role of digital finance in promoting consumer upgrades has become increasingly evident. By applying boosting trees and Shapley values, we proposed an explainable artificial intelligence method to obtain more effective analysis results than those obtained using linear regression models.

Suggested Citation

  • Zhou, Linjiang & Shi, Xiaochuan & Bao, Yaxiong & Gao, Lihua & Ma, Chao, 2023. "Explainable artificial intelligence for digital finance and consumption upgrading," Finance Research Letters, Elsevier, vol. 58(PC).
    • Handle: RePEc:eee:finlet:v:58:y:2023:i:pc:s1544612323008619
    DOI: 10.1016/j.frl.2023.104489
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1544612323008619
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.frl.2023.104489?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. Wu, Zixi & Wang, Yiqin, 2023. "Consumer finance and consumption upgrading: An empirical study of CHFS," Finance Research Letters, Elsevier, vol. 54(C).
    2. Babaei, Golnoosh & Giudici, Paolo & Raffinetti, Emanuela, 2022. "Explainable artificial intelligence for crypto asset allocation," Finance Research Letters, Elsevier, vol. 47(PB).
    3. 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, December.
    4. Li Gan & Zhichao Yin & Jijun Tan, 2016. "Report on the Development of Household Finance in Rural China (2014)," Springer Books, Springer, edition 1, number 978-981-10-0409-4, December.
    5. Andrei A. Levchenko, 2005. "Financial Liberalization and Consumption Volatility in Developing Countries," IMF Staff Papers, Palgrave Macmillan, vol. 52(2), pages 237-259, September.
    6. Peterson K. Ozili, 2018. "Impact of digital finance on financial inclusion and stability," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(4), pages 329-340, December.
    7. Berger, Theo, 2023. "Explainable artificial intelligence and economic panel data: A study on volatility spillover along the supply chains," Finance Research Letters, Elsevier, vol. 54(C).
    8. Ozili, Peterson Kitakogelu, 2018. "Impact of Digital Finance on Financial Inclusion and Stability," MPRA Paper 84771, University Library of Munich, Germany.
    9. Li, Jie & Wu, Yu & Xiao, Jing Jian, 2020. "The impact of digital finance on household consumption: Evidence from China," Economic Modelling, Elsevier, vol. 86(C), pages 317-326.
    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. Dongjing Chen & Xiaotong Guo, 2023. "Impact of the Digital Economy and Financial Development on Residents’ Consumption Upgrading: Evidence from Mainland China," Sustainability, MDPI, vol. 15(10), pages 1-25, May.
    2. Alwahidin N & Arlita Jufra & Beti Mulu & Kiki Novita Sari, 2023. "A New Economic Perspective: Understanding The Impact Of Digital Financial Inclusion On Indonesian Households Consumption," Bulletin of Monetary Economics and Banking, Bank Indonesia, vol. 26(2), pages 333-360, May.
    3. Hu, Debao & Zhai, Chenzhe & Zhao, Sibo, 2023. "Does digital finance promote household consumption upgrading? An analysis based on data from the China family panel studies," Economic Modelling, Elsevier, vol. 125(C).
    4. Yue, Pengpeng & Korkmaz, Aslihan Gizem & Yin, Zhichao & Zhou, Haigang, 2022. "The rise of digital finance: Financial inclusion or debt trap?," Finance Research Letters, Elsevier, vol. 47(PA).
    5. Zhao, Chunkai & Wu, Yaqian & Guo, Jianhao, 2022. "Mobile payment and Chinese rural household consumption," China Economic Review, Elsevier, vol. 71(C).
    6. Song, Quanyun & Li, Jie & Wu, Yu & Yin, Zhichao, 2020. "Accessibility of financial services and household consumption in China: Evidence from micro data," The North American Journal of Economics and Finance, Elsevier, vol. 53(C).
    7. Ren, Xiaohang & Zeng, Gudian & Zhao, Yang, 2023. "Digital finance and corporate ESG performance: Empirical evidence from listed companies in China," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    8. Yue, Sishi & Yang, Mo & Dong, Dayong, 2024. "Do enterprises adopting digital finance exhibit higher values? Based on textual analysis," The North American Journal of Economics and Finance, Elsevier, vol. 73(C).
    9. Heping Ge & Lianzhen Tang & Xiaojun Zhou & Decai Tang & Valentina Boamah, 2022. "Research on the Effect of Rural Inclusive Financial Ecological Environment on Rural Household Income in China," IJERPH, MDPI, vol. 19(4), pages 1-16, February.
    10. Yaqoob, Tanzeela & Maqsood, Arfa, 2024. "The potency of time series outliers in volatile models: An empirical analysis of fintech, and mineral resources," Resources Policy, Elsevier, vol. 89(C).
    11. Anandhi Elangovan & Manivannan Babu, 2024. "Decoding Users’ Continuance Intentions towards Digital Financial Platforms in the Indian Economy," International Review of Management and Marketing, Econjournals, vol. 14(6), pages 213-222, October.
    12. Zhang, Chen & Li, Yanjun, 2025. "Digital inclusive finance harvest: Cultivating creditworthiness for small agricultural businesses," Pacific-Basin Finance Journal, Elsevier, vol. 91(C).
    13. Zhou, Chao & Liao, Jinglin, 2024. "Home country digital finance development and post-entry internationalization speed of emerging market SMEs: Empirical evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    14. Lei Jin & Mingyang Liu, 2025. "Unlocking Financial Opportunities: The Substantial Alleviation of Financing Constraints on Small and Micro Enterprises Through Digital Inclusive Finance," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(1), pages 2283-2309, March.
    15. Carè, Rosella & Boitan, Iustina Alina & Stoian, Andreea Maria & Fatima, Rabia, 2025. "Exploring the landscape of financial inclusion through the lens of financial technologies: A review," Finance Research Letters, Elsevier, vol. 72(C).
    16. Wei Jiang & Yanhui Hu & Hongjie Cao, 2024. "Does Digital Financial Inclusion Increase the Household Consumption? Evidence from China," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 17333-17364, December.
    17. Fei Li & Yufei Wu & Jinli Liu & Shen Zhong, 2022. "Does digital inclusive finance promote industrial transformation? New evidence from 115 resource-based cities in China," PLOS ONE, Public Library of Science, vol. 17(8), pages 1-23, August.
    18. Xiuxiu Jiang & Xia Wang & Jia Ren & Zhimin Xie, 2021. "The Nexus between Digital Finance and Economic Development: Evidence from China," Sustainability, MDPI, vol. 13(13), pages 1-17, June.
    19. Zhang, Ping & Wang, Yiru, 2025. "Digital finance and stock price crash: Evidence from China," Emerging Markets Review, Elsevier, vol. 66(C).
    20. Boou Chen & Chunkai Zhao, 2021. "Poverty reduction in rural China: Does the digital finance matter?," PLOS ONE, Public Library of Science, vol. 16(12), pages 1-27, December.

    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:finlet:v:58:y:2023:i:pc:s1544612323008619. 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/frl .

    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.