A Dynamic Model of Crowdfunding

Crowdfunding is quickly emerging as an alternative to traditional methods of funding new products. In a crowdfunding campaign, a seller solicits financial contributions from a crowd, usually in the form of pre-buying an unrealized product, and commits to producing the product if the total amount pledged is above a certain threshold. We provide a model of crowdfunding in which consumers arrive sequentially and make decisions about whether to pledge or not. Pledging is not costless, and hence consumers would prefer not to pledge if they think the campaign will not succeed. This can lead to cascades where a campaign fails to raise the required amount even though there are enough consumers who want the product. The paper introduces a novel stochastic process --- anticipating random walks --- to analyze this problem. The analysis helps explain why some campaigns fail and some do not, and provides guidelines about how sellers should design their campaigns in order to maximize their chances of success. More broadly, Anticipating Random Walks can also find application in settings where agents make decisions sequentially and these decisions are not just affected by past actions of others, but also by how they will impact the decisions of future actors as well.

[1]  Ethan Mollick The Dynamics of Crowdfunding: An Exploratory Study , 2014 .

[2]  Rene Caldentey,et al.  Crowdvoting the Timing of New Product Introduction , 2016 .

[3]  Michele Piccione,et al.  Sequential Voting Procedures in Symmetric Binary Elections , 2000, Journal of Political Economy.

[4]  Gérard P. Cachon,et al.  Contracting to Assure Supply: How to Share Demand Forecasts in a Supply Chain , 2001, Manag. Sci..

[5]  B. Bayus,et al.  Crowdfunding Creative Ideas: The Dynamics of Project Backers in Kickstarter , 2015 .

[6]  Diana C. Mutz Effects of Horse-Race Coverage on Campaign Coffers: Strategic Contributing in Presidential Primaries , 1995, The Journal of Politics.

[7]  Barton L. Lipman,et al.  Provision of Public Goods: Fully Implementing the Core through Private Contributions , 1989 .

[8]  Jinhong Xie,et al.  Group Buying: A New Mechanism for Selling Through Social Interactions , 2011, Manag. Sci..

[9]  David Lucking-Reiley,et al.  The Effects of Seed Money and Refunds on Charitable Giving: Experimental Evidence from a University Capital Campaign , 2002, Journal of Political Economy.

[10]  Ethan Mollick,et al.  After the Campaign: Outcomes of Crowdfunding , 2014 .

[11]  Param Vir Singh,et al.  Crowdsourcing New Product Ideas Under Consumer Learning , 2014, Manag. Sci..

[12]  Roland Strausz A Theory of Crowdfunding - A Mechanism Design Approach with Demand Uncertainty and Moral Hazard , 2016, SSRN Electronic Journal.

[13]  Lise Vesterlund,et al.  The informational value of sequential fundraising , 2003 .

[14]  Paul Belleflamme,et al.  The Economics of Crowdfunding Platforms , 2015, Inf. Econ. Policy.

[15]  John N. Tsitsiklis,et al.  On Learning With Finite Memory , 2012, IEEE Transactions on Information Theory.

[16]  Ilan Lobel,et al.  Customer Referral Incentives and Social Media , 2015, EC.

[17]  Gérard P. Cachon Matching Supply with Demand , 2000 .

[18]  Helios Herrera,et al.  Biased Social Learning , 2009 .

[19]  Asuman E. Ozdaglar,et al.  Opinion Dynamics and Learning in Social Networks , 2010, Dyn. Games Appl..

[20]  Jiahua Wu,et al.  Threshold Effects in Online Group Buying , 2015, Manag. Sci..

[21]  Krishnan S. Anand,et al.  Group Buying on the Web: A Comparison of Price-Discovery Mechanisms , 2003, Manag. Sci..

[22]  Karan Girotra,et al.  Information Acquisition Through Customer Voting Systems , 2013 .

[23]  H. Varian Sequential contributions to public goods , 1994 .

[24]  Xi Li,et al.  Product and Pricing Decisions in Crowdfunding , 2014, Mark. Sci..

[25]  Paul Belleflamme,et al.  Crowdfunding: Tapping the Right Crowd , 2013, SSRN Electronic Journal.

[26]  Gérard P. Cachon,et al.  Supply Chain Coordination with Revenue-Sharing Contracts: Strengths and Limitations , 2005, Manag. Sci..

[27]  Johannes Hörner,et al.  The wisdom of the minority , 2009, J. Econ. Theory.

[28]  James Andreoni,et al.  Leadership giving in charitable fund-raising , 2006 .

[29]  S. Bikhchandani,et al.  You have printed the following article : A Theory of Fads , Fashion , Custom , and Cultural Change as Informational Cascades , 2007 .

[30]  Jiahua Wu,et al.  Simultaneous vs. Sequential Group-Buying Mechanisms , 2013, Manag. Sci..

[31]  Gérard P. Cachon The Allocation of Inventory Risk in a Supply Chain: Push, Pull, and Advance - Purchase Discount Contracts , 2004, Manag. Sci..

[32]  Antonio Guarino,et al.  Aggregate information cascades , 2011, Games Econ. Behav..

[33]  Ilan Lobel,et al.  BAYESIAN LEARNING IN SOCIAL NETWORKS , 2008 .

[34]  Roger B. Myerson,et al.  Population uncertainty and Poisson games , 1998, Int. J. Game Theory.

[35]  Avi Goldfarb,et al.  Some Simple Economics of Crowdfunding , 2013, Innovation Policy and the Economy.