IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-04397030.html
   My bibliography  Save this paper

Bids for speed: An empirical study of investment strategy automation in a peer-to-business lending platform

Author

Listed:
  • Eric Darmon

    (EconomiX - EconomiX - UPN - Université Paris Nanterre - CNRS - Centre National de la Recherche Scientifique)

  • Nathalie Oriol

    (GREDEG - Groupe de Recherche en Droit, Economie et Gestion - UNS - Université Nice Sophia Antipolis (1965 - 2019) - CNRS - Centre National de la Recherche Scientifique - UniCA - Université Côte d'Azur, UniCA - Université Côte d'Azur)

  • Alexandra Rufini

    (UniCA - Université Côte d'Azur, GREDEG - Groupe de Recherche en Droit, Economie et Gestion - UNS - Université Nice Sophia Antipolis (1965 - 2019) - CNRS - Centre National de la Recherche Scientifique - UniCA - Université Côte d'Azur)

Abstract

We investigate how introducing a bidding agent impacts the process and outcome of an online reverse auction in the context of a crowdlending platform. We consider this issue in the context of a peer-to-business platform that connects individual lenders to small and medium-sized enterprises. Using a before/after study design, we perform an econometric analysis and find that introducing a bidding agent had a positive and dramatic impact on the number of bids and bidders and reduced the time necessary to collect the funds. For projects with lower ratings, it also positively impacted the number of lenders and indirectly enhanced portfolio diversification. We find that after the bidding agent was introduced, well-rated projects benefited from lower interest rates, the magnitude of the change depending positively on their rating. These results provide evidence that the bidding agent generates savings in the screening and bidding costs incurred by lenders and benefits both sides of the platform. Our contribution documents the role of bidding agent as a strategic tool to enhance financial intermediation. It also sheds light on how two types of decision support systems (rating-based and bidding agent) interact and shows that this interaction is of crucial importance with respect to the financial regulation of platforms if the crowd has low financial literacy.

Suggested Citation

  • Eric Darmon & Nathalie Oriol & Alexandra Rufini, 2022. "Bids for speed: An empirical study of investment strategy automation in a peer-to-business lending platform," Post-Print hal-04397030, HAL.
  • Handle: RePEc:hal:journl:hal-04397030
    DOI: 10.1016/j.dss.2022.113732
    Note: View the original document on HAL open archive server: https://hal.science/hal-04397030
    as

    Download full text from publisher

    File URL: https://hal.science/hal-04397030/document
    Download Restriction: no

    File URL: https://libkey.io/10.1016/j.dss.2022.113732?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
    ---><---

    References listed on IDEAS

    as
    1. Realdon, Marco, 2013. "Credit risk, valuation and fundamental analysis," International Review of Financial Analysis, Elsevier, vol. 27(C), pages 77-90.
    2. Kagel, John H & Levin, Dan & Harstad, Ronald M, 1995. "Comparative Static Effects of Number of Bidders and Public Information on Behavior in Second-Price Common Value Auctions," International Journal of Game Theory, Springer;Game Theory Society, vol. 24(3), pages 293-319.
    3. Belleflamme, Paul & Omrani, Nessrine & Peitz, Martin, 2015. "The economics of crowdfunding platforms," Information Economics and Policy, Elsevier, vol. 33(C), pages 11-28.
    4. Degryse, Hans & Van Cayseele, Patrick, 2000. "Relationship Lending within a Bank-Based System: Evidence from European Small Business Data," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 90-109, January.
    5. Yang Jiang & Yi-Chun (Chad) Ho & Xiangbin Yan & Yong Tan, 2020. "When Online Lending Meets Real Estate: Examining Investment Decisions in Lending-Based Real Estate Crowdfunding," Information Systems Research, INFORMS, vol. 31(3), pages 715-730, September.
    6. Wang, Ruqu, 1993. "Auctions versus Posted-Price Selling," American Economic Review, American Economic Association, vol. 83(4), pages 838-851, September.
    7. Gulamhuseinwala, Imran & Bull, Thomas & Lewis, Steven, 2015. "FinTech is gaining traction and young, high-income users are the early adopters," Journal of Financial Perspectives, EY Global FS Institute, vol. 3(3), pages 16-23.
    8. Jean-Charles Rochet & Jean Tirole, 2003. "Platform Competition in Two-Sided Markets," Journal of the European Economic Association, MIT Press, vol. 1(4), pages 990-1029, June.
    9. Mollick, Ethan, 2014. "The dynamics of crowdfunding: An exploratory study," Journal of Business Venturing, Elsevier, vol. 29(1), pages 1-16.
    10. Herzenstein, Michal & Dholakia, Utpal M. & Andrews, Rick L., 2011. "Strategic Herding Behavior in Peer-to-Peer Loan Auctions," Journal of Interactive Marketing, Elsevier, vol. 25(1), pages 27-36.
    11. Maier, Erik, 2016. "Supply and demand on crowdlending platforms: connecting small and medium-sized enterprise borrowers and consumer investors," Journal of Retailing and Consumer Services, Elsevier, vol. 33(C), pages 143-153.
    12. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    13. Qizhi Tao & Yizhe Dong & Ziming Lin, 2017. "Who can get money? Evidence from the Chinese peer-to-peer lending platform," Information Systems Frontiers, Springer, vol. 19(3), pages 425-441, June.
    14. Julian Franks & Nicolas Serrano-Velarde & Oren Sussman, 2021. "Marketplace Lending, Information Aggregation, and Liquidity [Joint projects without commitment]," The Review of Financial Studies, Society for Financial Studies, vol. 34(5), pages 2318-2361.
    15. Juanjuan Zhang & Peng Liu, 2012. "Rational Herding in Microloan Markets," Management Science, INFORMS, vol. 58(5), pages 892-912, May.
    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. Faten Ben Slimane & Antoine Rousseau, 2020. "Crowdlending Campaigns for Renewable Energy: Success Factors," Post-Print hal-02371926, HAL.
    2. Saul Estrin & Susanna Khavul & Mike Wright, 2022. "Soft and hard information in equity crowdfunding: network effects in the digitalization of entrepreneurial finance," Small Business Economics, Springer, vol. 58(4), pages 1761-1781, April.
    3. Borello, Giuliana & De Crescenzo, Veronica & Pichler, Flavio, 2019. "Factors for success in European crowdinvesting," Journal of Economics and Business, Elsevier, vol. 106(C).
    4. Maximilian Goethner & Sebastian Luettig & Tobias Regner, 2021. "Crowdinvesting in entrepreneurial projects: disentangling patterns of investor behavior," Small Business Economics, Springer, vol. 57(2), pages 905-926, August.
    5. Foster, Joshua, 2019. "Thank you for being a friend: The roles of strong and weak social network ties in attracting backers to crowdfunded campaigns," Information Economics and Policy, Elsevier, vol. 49(C).
    6. Crosetto, Paolo & Regner, Tobias, 2018. "It's never too late: Funding dynamics and self pledges in reward-based crowdfunding," Research Policy, Elsevier, vol. 47(8), pages 1463-1477.
    7. Thomas Clauss & Thomas Niemand & Sascha Kraus & Patrick Schnetzer & Alexander Brem, 2019. "Increasing Crowdfunding Success Through Social Media: The Importance Of Reach And Utilisation In Reward-Based Crowdfunding," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 24(03), pages 1-30, May.
    8. Bernardino, Susana & Freitas Santos, José & Oliveira, Sílvie, 2021. "The impact of social media and e-WOM on the success of reward-based crowdfunding campaigns," Cuadernos de Gestión, Universidad del País Vasco - Instituto de Economía Aplicada a la Empresa (IEAE).
    9. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    10. Viotto da Cruz, Jordana, 2018. "Beyond financing: crowdfunding as an informational mechanism," Journal of Business Venturing, Elsevier, vol. 33(3), pages 371-393.
    11. Samuel Ribeiro-Navarrete & Juan Piñeiro-Chousa & M. Ángeles López-Cabarcos & Daniel Palacios-Marqués, 2022. "Crowdlending: mapping the core literature and research frontiers," Review of Managerial Science, Springer, vol. 16(8), pages 2381-2411, November.
    12. Yuho Chung & Yiwei Li & Jianmin Jia, 2021. "Exploring embeddedness, centrality, and social influence on backer behavior: the role of backer networks in crowdfunding," Journal of the Academy of Marketing Science, Springer, vol. 49(5), pages 925-946, September.
    13. Xin Tang & Haibing Lu & Wei Huang & Shulin Liu, 2023. "Investment decisions and pricing strategies of crowdfunding players: In a two-sided crowdfunding market," Electronic Commerce Research, Springer, vol. 23(2), pages 1209-1240, June.
    14. Biancini, Sara & Verdier, Marianne, 2023. "Bank-platform competition in the credit market," International Journal of Industrial Organization, Elsevier, vol. 91(C).
    15. Sylvain Dejean, 2019. "The role of distance and social networks in the geography of crowdfunding: evidence from France," Working Papers hal-01645147, HAL.
    16. 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.
    17. Miglo, Anton, 2022. "Theories of financing for entrepreneurial firms: a review," MPRA Paper 115835, University Library of Munich, Germany.
    18. Kgoroeadira, Reabetswe & Burke, Andrew & Di Pietro, Francesca & van Stel, André, 2023. "Determinants of firms’ default on unsecured loans in the P2P crowdfunding market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 89(C).
    19. Kukurba Maria & Waszkiewicz Aneta, 2018. "Crowdfunding as a Form of Funding for Businesses in the Culturally-Changing Global Economy: A Literature Review," Journal of Intercultural Management, Sciendo, vol. 10(2), pages 99-137, June.
    20. Zaiyan Wei & Mingfeng Lin, 2017. "Market Mechanisms in Online Peer-to-Peer Lending," Management Science, INFORMS, vol. 63(12), pages 4236-4257, December.

    More about this item

    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:hal:journl:hal-04397030. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.