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Emerging Trends and Innovation Modes of Internet Finance—Results from Co-Word and Co-Citation Networks

Author

Listed:
  • Xiaoyu Li

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

  • Jiahong Yuan

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

  • Yan Shi

    (Center for Liberal Arts, Tokai University, Kumamoto 862-8652, Japan)

  • Zilai Sun

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

  • Junhu Ruan

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

Abstract

Internet finance is a financial mode combining traditional financial industry with Internet technologies, which has become a crucial part of the financial field. Due to the rapid change of information technologies and public financial needs, Internet finance has produced quite a few specific operation modes, which have interested many scholars. To better appreciate its development process and innovation modes, we used bibliometrics to analyze 2,877 articles on Internet finance in Web of Science. Through the co-word network, co-citation network and various results generated by CiteSpace, we recognized six main modes of Internet finance, that is, Internet bank, peer to peer lending (P2P lending), crowdfunding, big data finance, digital currency and fintech. Emerging research topics and the development history of each mode are also detected. We find that the mainstream modes in current research are P2P lending and crowdfunding and the research on fintech and digital currency has just begun. Through the review, we also suggest some research directions for the research direction of each mode. These results will help to deepen relevant scholars’ understanding of Internet finance and provide guidance for them to choose research directions.

Suggested Citation

  • Xiaoyu Li & Jiahong Yuan & Yan Shi & Zilai Sun & Junhu Ruan, 2020. "Emerging Trends and Innovation Modes of Internet Finance—Results from Co-Word and Co-Citation Networks," Future Internet, MDPI, vol. 12(3), pages 1-14, March.
    • Handle: RePEc:gam:jftint:v:12:y:2020:i:3:p:52-:d:332934
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    References listed on IDEAS

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    1. Chaomei Chen, 2006. "CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 57(3), pages 359-377, February.
    2. Cynthia Weiyi Cai, 2018. "Disruption of financial intermediation by FinTech: a review on crowdfunding and blockchain," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(4), pages 965-992, December.
    3. Mollick, Ethan, 2014. "The dynamics of crowdfunding: An exploratory study," Journal of Business Venturing, Elsevier, vol. 29(1), pages 1-16.
    4. Gerrit K.C. Ahlers & Douglas Cumming & Christina Günther & Denis Schweizer, 2015. "Signaling in Equity Crowdfunding," Entrepreneurship Theory and Practice, , vol. 39(4), pages 955-980, July.
    5. Magdalena Cholakova & Bart Clarysse, 2015. "Does the Possibility to Make Equity Investments in Crowdfunding Projects Crowd Out Reward–Based Investments?," Entrepreneurship Theory and Practice, , vol. 39(1), pages 145-172, January.
    6. Haishu Qiao & Meilin Chen & Yue Xia, 2018. "The Effects of the Sharing Economy: How Does Internet Finance Influence Commercial Bank Risk Preferences?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(13), pages 3013-3029, October.
    7. Mingfeng Lin & Nagpurnanand R. Prabhala & Siva Viswanathan, 2013. "Judging Borrowers by the Company They Keep: Friendship Networks and Information Asymmetry in Online Peer-to-Peer Lending," Management Science, INFORMS, vol. 59(1), pages 17-35, August.
    8. Pavel Ciaian & Miroslava Rajcaniova & d’Artis Kancs, 2016. "The digital agenda of virtual currencies: Can BitCoin become a global currency?," Information Systems and e-Business Management, Springer, vol. 14(4), pages 883-919, November.
    9. Belleflamme, Paul & Omrani, Nessrine & Peitz, Martin, 2015. "The economics of crowdfunding platforms," Information Economics and Policy, Elsevier, vol. 33(C), pages 11-28.
    10. Carla Martínez-Climent & Ana Zorio-Grima & Domingo Ribeiro-Soriano, 2018. "Financial return crowdfunding: literature review and bibliometric analysis," International Entrepreneurship and Management Journal, Springer, vol. 14(3), pages 527-553, September.
    11. Brad M. Barber & Terrance Odean, 2008. "All That Glitters: The Effect of Attention and News on the Buying Behavior of Individual and Institutional Investors," The Review of Financial Studies, Society for Financial Studies, vol. 21(2), pages 785-818, April.
    12. Terrence Hendershott & Charles M. Jones & Albert J. Menkveld, 2011. "Does Algorithmic Trading Improve Liquidity?," Journal of Finance, American Finance Association, vol. 66(1), pages 1-33, February.
    13. Fry, John & Cheah, Eng-Tuck, 2016. "Negative bubbles and shocks in cryptocurrency markets," International Review of Financial Analysis, Elsevier, vol. 47(C), pages 343-352.
    14. José M. Barrutia & Jon Charterina & Ainhize Gilsanz, 2007. "E-service quality: an internal, multichannel and pure service perspective," The Service Industries Journal, Taylor & Francis Journals, vol. 29(12), pages 1707-1721, March.
    15. Kaplan, Andreas M. & Haenlein, Michael, 2010. "Users of the world, unite! The challenges and opportunities of Social Media," Business Horizons, Elsevier, vol. 53(1), pages 59-68, January.
    16. Devin G. Pope & Justin R. Sydnor, 2011. "What’s in a Picture?: Evidence of Discrimination from Prosper.com," Journal of Human Resources, University of Wisconsin Press, vol. 46(1), pages 53-92.
    17. Seth Freedman & Ginger Zhe Jin, 2008. "Do Social Networks Solve Information Problems for Peer-to-Peer Lending? Evidence from Prosper.com," Working Papers 08-43, NET Institute.
    18. Lars Hornuf & Matthias Neuenkirch, 2017. "Pricing shares in equity crowdfunding," Small Business Economics, Springer, vol. 48(4), pages 795-811, April.
    19. Joaquin Aldas-Manzano & Carla Ruiz-Mafe & Silvia Sanz-Blas & Carlos Lassala-Navarré, 2009. "Internet banking loyalty: evaluating the role of trust, satisfaction, perceived risk and frequency of use," The Service Industries Journal, Taylor & Francis Journals, vol. 31(7), pages 1165-1190, September.
    20. Juanjuan Zhang & Peng Liu, 2012. "Rational Herding in Microloan Markets," Management Science, INFORMS, vol. 58(5), pages 892-912, May.
    21. Henry Small, 1973. "Co‐citation in the scientific literature: A new measure of the relationship between two documents," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 24(4), pages 265-269, July.
    22. Gordon Burtch & Anindya Ghose & Sunil Wattal, 2013. "An Empirical Examination of the Antecedents and Consequences of Contribution Patterns in Crowd-Funded Markets," Information Systems Research, INFORMS, vol. 24(3), pages 499-519, September.
    23. I. T. Jolliffe, 1988. "Multivariate Data Analysis with Readings," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 151(3), pages 558-559, May.
    24. Xu, Bo & Zheng, Haichao & Xu, Yun & Wang, Tao, 2016. "Configurational paths to sponsor satisfaction in crowdfunding," Journal of Business Research, Elsevier, vol. 69(2), pages 915-927.
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    Cited by:

    1. Laura Studen & Victor Tiberius, 2020. "Social Media, Quo Vadis? Prospective Development and Implications," Future Internet, MDPI, vol. 12(9), pages 1-22, August.

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