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Building the Momentum: Information Disclosure and Herding in Online Crowdfunding

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  • Shengsheng Xiao
  • Yi‐Chun (Chad) Ho
  • Hai Che

Abstract

In online crowdfunding markets, backers face high uncertainty about the quality of a campaign. To mitigate such uncertainty, crowdfunding platforms often allow campaign creators to post communicative messages—that is, campaign updates and creator comments—to dynamically disclose further information about the campaigns. In addition, previous funding transactions of ongoing campaigns are made publicly available, giving rise to herding among backers. In this research, we aim to understand how communicative messages and herding interactively shape the behavior of backers contributing to crowdfunding campaigns. Our results show that the frequency of communicative messages has a positive effect on backer contributions; however, it attenuates successors' herding momentum toward predecessors, perhaps because the information disclosed in those messages lowers the informational value of previous funding transactions. To investigate the role of message contents, we extract topics addressed in update and comment messages using a Latent Dirichlet allocation model. The results reveal that distinct messages have different impacts on backers' contribution and herding behavior, and such discrepancies are found to be topic specific. This study not only contributes to operations management literature on crowdfunding but also offers implications for campaign creators and platform managers.

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  • Shengsheng Xiao & Yi‐Chun (Chad) Ho & Hai Che, 2021. "Building the Momentum: Information Disclosure and Herding in Online Crowdfunding," Production and Operations Management, Production and Operations Management Society, vol. 30(9), pages 3213-3230, September.
  • Handle: RePEc:bla:popmgt:v:30:y:2021:i:9:p:3213-3230
    DOI: 10.1111/poms.13425
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    as
    1. Jorge Mejia & Gloria Urrea & Alfonso J. Pedraza‐Martinez, 2019. "Operational Transparency on Crowdfunding Platforms: Effect on Donations for Emergency Response," Production and Operations Management, Production and Operations Management Society, vol. 28(7), pages 1773-1791, July.
    2. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LP, vol. 3(1), pages 1-31, March.
    3. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    4. Chunhua Wu & Hai Che & Tat Y. Chan & Xianghua Lu, 2015. "The Economic Value of Online Reviews," Marketing Science, INFORMS, vol. 34(5), pages 739-754, September.
    5. Sim B. Sitkin & Nancy L. Roth, 1993. "Explaining the Limited Effectiveness of Legalistic “Remedies” for Trust/Distrust," Organization Science, INFORMS, vol. 4(3), pages 367-392, August.
    6. Thomas Hildebrand & Manju Puri & Jörg Rocholl, 2017. "Adverse Incentives in Crowdfunding," Management Science, INFORMS, vol. 63(3), pages 587-608, March.
    7. Maxime C. Cohen, 2018. "Big Data and Service Operations," Production and Operations Management, Production and Operations Management Society, vol. 27(9), pages 1709-1723, September.
    8. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    9. Elena Belavina & Simone Marinesi & Gerry Tsoukalas, 2020. "Rethinking Crowdfunding Platform Design: Mechanisms to Deter Misconduct and Improve Efficiency," Management Science, INFORMS, vol. 66(11), pages 4980-4997, November.
    10. Zhuoxin Li & Jason A. Duan & Sam Ransbotham, 2020. "Coordination and Dynamic Promotion Strategies in Crowdfunding with Network Externalities," Production and Operations Management, Production and Operations Management Society, vol. 29(4), pages 1032-1049, April.
    11. Rajagopal, 2014. "The Human Factors," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 9, pages 225-249, Palgrave Macmillan.
    12. Vincenzo Butticè & Massimo G. Colombo & Mike Wright, 2017. "Serial Crowdfunding, Social Capital, and Project Success," Entrepreneurship Theory and Practice, , vol. 41(2), pages 183-207, March.
    13. Ashlee Humphreys & Rebecca Jen-Hui Wang & Eileen FischerEditor & Linda PriceAssociate Editor, 2018. "Automated Text Analysis for Consumer Research," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 44(6), pages 1274-1306.
    14. Gordon Burtch & Anindya Ghose & Sunil Wattal, 2016. "Secret Admirers: An Empirical Examination of Information Hiding and Contribution Dynamics in Online Crowdfunding," Information Systems Research, INFORMS, vol. 27(3), pages 478-496, September.
    15. Uri Simonsohn & Dan Ariely, 2008. "When Rational Sellers Face Nonrational Buyers: Evidence from Herding on eBay," Management Science, INFORMS, vol. 54(9), pages 1624-1637, September.
    16. Soraya Fatehi & Michael R. Wagner, 2019. "Crowdfunding via Revenue-Sharing Contracts," Manufacturing & Service Operations Management, INFORMS, vol. 21(4), pages 875-893, October.
    17. Mochen Yang & Yuqing Ren & Gediminas Adomavicius, 2019. "Understanding User-Generated Content and Customer Engagement on Facebook Business Pages," Information Systems Research, INFORMS, vol. 30(3), pages 839-855, September.
    18. Douglas Cumming & Lars Hornuf (ed.), 2018. "The Economics of Crowdfunding," Springer Books, Springer, number 978-3-319-66119-3, November.
    19. Gad Allon & Volodymyr Babich, 2020. "Crowdsourcing and Crowdfunding in the Manufacturing and Services Sectors," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 102-112, January.
    20. Ming Hu & Xi Li & Mengze Shi, 2015. "Product and Pricing Decisions in Crowdfunding," Marketing Science, INFORMS, vol. 34(3), pages 331-345, May.
    21. Joachim Büschken & Greg M. Allenby, 2016. "Sentence-Based Text Analysis for Customer Reviews," Marketing Science, INFORMS, vol. 35(6), pages 953-975, November.
    22. Dokyun Lee & Kartik Hosanagar & Harikesh S. Nair, 2018. "Advertising Content and Consumer Engagement on Social Media: Evidence from Facebook," Management Science, INFORMS, vol. 64(11), pages 5105-5131, November.
    23. 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.
    24. Michael Marcin Kunz & Ulrich Bretschneider & Max Erler & Jan Marco Leimeister, 2017. "An empirical investigation of signaling in reward-based crowdfunding," Electronic Commerce Research, Springer, vol. 17(3), pages 425-461, September.
    25. Hongbin Cai & Yuyu Chen & Hanming Fang, 2009. "Observational Learning: Evidence from a Randomized Natural Field Experiment," American Economic Review, American Economic Association, vol. 99(3), pages 864-882, June.
    26. Xue (Jane) Tan & Youwei Wang & Yong Tan, 2019. "Impact of Live Chat on Purchase in Electronic Markets: The Moderating Role of Information Cues," Information Systems Research, INFORMS, vol. 30(4), pages 1248-1271, December.
    27. Ryan W. Buell & Tami Kim & Chia-Jung Tsay, 2017. "Creating Reciprocal Value Through Operational Transparency," Management Science, INFORMS, vol. 63(6), pages 1673-1695, June.
    28. Parhankangas, Annaleena & Renko, Maija, 2017. "Linguistic style and crowdfunding success among social and commercial entrepreneurs," Journal of Business Venturing, Elsevier, vol. 32(2), pages 215-236.
    29. Philipp B. Cornelius & Bilal Gokpinar, 2020. "The Role of Customer Investor Involvement in Crowdfunding Success," Management Science, INFORMS, vol. 66(1), pages 452-472, January.
    30. Juanjuan Zhang, 2010. "The Sound of Silence: Observational Learning in the U.S. Kidney Market," Marketing Science, INFORMS, vol. 29(2), pages 315-335, 03-04.
    31. James Heckman, 1997. "Instrumental Variables: A Study of Implicit Behavioral Assumptions Used in Making Program Evaluations," Journal of Human Resources, University of Wisconsin Press, vol. 32(3), pages 441-462.
    32. Yi-Chun (Chad) Ho & Junjie Wu & Yong Tan, 2017. "Disconfirmation Effect on Online Rating Behavior: A Structural Model," Information Systems Research, INFORMS, vol. 28(3), pages 626-642, September.
    33. Soudipta Chakraborty & Robert Swinney, 2021. "Signaling to the Crowd: Private Quality Information and Rewards-Based Crowdfunding," Manufacturing & Service Operations Management, INFORMS, vol. 23(1), pages 155-169, 1-2.
    34. Allen H. Huang & Reuven Lehavy & Amy Y. Zang & Rong Zheng, 2018. "Analyst Information Discovery and Interpretation Roles: A Topic Modeling Approach," Management Science, INFORMS, vol. 64(6), pages 2833-2855, June.
    35. Silvio Vismara, 2018. "Information Cascades among Investors in Equity Crowdfunding," Entrepreneurship Theory and Practice, , vol. 42(3), pages 467-497, May.
    36. Juanjuan Zhang & Peng Liu, 2012. "Rational Herding in Microloan Markets," Management Science, INFORMS, vol. 58(5), pages 892-912, May.
    37. Laura J. Kornish & Jeremy Hutchison‐Krupat, 2017. "Research on Idea Generation and Selection: Implications for Management of Technology," Production and Operations Management, Production and Operations Management Society, vol. 26(4), pages 633-651, April.
    38. Mollick, Ethan, 2014. "The dynamics of crowdfunding: An exploratory study," Journal of Business Venturing, Elsevier, vol. 29(1), pages 1-16.
    39. Abhijit V. Banerjee, 1992. "A Simple Model of Herd Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(3), pages 797-817.
    40. Angela Aerry Choi & Daegon Cho & Dobin Yim & Jae Yun Moon & Wonseok Oh, 2019. "When Seeing Helps Believing: The Interactive Effects of Previews and Reviews on E-Book Purchases," Information Systems Research, INFORMS, vol. 30(4), pages 1164-1183, December.
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    2. Saadaoui Mallek, Ray & Albaity, Mohamed & Molyneux, Philip, 2022. "Herding behaviour heterogeneity under economic and political risks: Evidence from GCC," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 345-361.
    3. Jiao, Hao & Wang, Lindong & Yang, Jifeng, 2023. "Standing head and shoulders above others? Complementor experience-based design and crowdfunding success on digital platforms," Technovation, Elsevier, vol. 128(C).
    4. Jiaying Deng & Hossein Ghasemkhani & Yong Tan & Arvind K Tripathi, 2023. "Actions speak louder than words: Imputing users’ reputation from transaction history," Production and Operations Management, Production and Operations Management Society, vol. 32(4), pages 1096-1111, April.
    5. Zhaoxia Guo & Qinqin Guo & Yujie Cai & Ge Wang, 2021. "Unraveling Risk Networks of Cultivated Land Protection: An Exploratory Stakeholder-Oriented Case Study in Xiliuhe Town, Hubei Province, China," Land, MDPI, vol. 10(11), pages 1-26, November.
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    7. Sun, Yanhong & Sheng, Yiyun & Yan, Shuai & Zhang, Wei, 2023. "Pricing strategies in reward-based crowdfunding: Whether to introduce price guarantee?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 170(C).
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