ABSTRACT
Crowdfunding sites like Kickstarter--where entrepreneurs and artists look to the internet for funding--have quickly risen to prominence. However, we know very little about the factors driving the 'crowd' to take projects to their funding goal. In this paper we explore the factors which lead to successfully funding a crowdfunding project. We study a corpus of 45K crowdfunded projects, analyzing 9M phrases and 59 other variables commonly present on crowdfunding sites. The language used in the project has surprising predictive power accounting for 58.56% of the variance around successful funding. A closer look at the phrases shows they exhibit general persuasion principles. For example, also receive two reflects the principle of Reciprocity and is one of the top predictors of successful funding. We conclude this paper by announcing the release of the predictive phrases along with the control variables as a public dataset, hoping that our work can enable new features on crowdfunding sites--tools to help both backers and project creators make the best use of their time and money.
- Aronson, E., Wilson, T. D., and Akert, R. M. Social psychology. 5th, 2005.Google Scholar
- Bandura, A. The explanatory and predictive scope of self-efficacy theory. Journal of Social and Clinical Psychology 4, 3 (1986), 359--373.Google ScholarCross Ref
- Belleflamme, P., Lambert, T., and Schwienbacher, A. Crowdfunding: Tapping the right crowd. In International Conference of the French Finance Association (AFFI) (2011), 11--13.Google Scholar
- Berscheid, E., and Hatfield, E. Interpersonal attraction (2nd ed.). MA: Addison-Wesley (1978).Google Scholar
- Brants, T., and Franz, A. Web 1T 5-gram Version 1. Linguistic Data Consortium, Philadelphia (2006).Google Scholar
- Brehm, J. W., and Cole, A. H. Effect of a favor which reduces freedom. Journal of Personality and Social Psychology, 3 (1966), pp. 420--426.Google ScholarCross Ref
- Brown, Merkley, and Bennet. Crowdfund Act (S. 2190). Tech. rep., 2012.Google Scholar
- Brubaker, J. R., Kivran-Swaine, F., Taber, L., and Hayes, G. R. Grief-stricken in a crowd: The language of bereavement and distress in social media. In Proc. ICWSM'12 (2012).Google Scholar
- Cialdini, R. B. Influence (rev): The Psychology of Persuasion. HarperCollins, 1993.Google Scholar
- Cialdini, R. B. In Influence: Science and practice, Boston: Allyn & Bacon (2001).Google Scholar
- Cialdini, R. B., and Goldstein, N. J. Social influence: Conformity and compliance. Annual Review of Psychology. 55 (2004), 591--621.Google ScholarCross Ref
- Danet, B. The language of persuasion in bureaucracy: "modern" and "traditional" appeals to the israel customs authorities. American Sociological Review 36, 5 (1971), pp. 847--859.Google ScholarCross Ref
- Empson, R. Ready, set, crowdfund: President obama to sign jobs act tomorrow. http://tcrn.ch/hmhj67. retrieved Sep. 19, 2012. (2012).Google Scholar
- Fogg, B. J. Persuasive technology: using computers to change what we think and do. Ubiquity 2002, December (2002), 5. Google ScholarDigital Library
- French Jr, J. R., and Raven, B. The bases of social power. In Group dynamics, D. Cartwright and A. Zander, Eds., New York: Harper and Row (1960), 607--23.Google Scholar
- Friedman, J., Hastie, T., and Tibshirani, R. Regularization paths for generalized linear models via coordinate descent. Journal of Statistical Software (2010).Google Scholar
- Gerber, E., Hui, J., and Kuo, P. Crowdfunding: Why people are motivated to post and fund projects on crowdfunding platforms. In CSCW Workshop (2012).Google Scholar
- Gilbert, E. Phrases that signal workplace hierarchy. In CSCW (2012), 1037--1046. Google ScholarDigital Library
- Gilbert, E., and Karahalios, K. Widespread Worry and the Stock Market. In Proc. ICWSM (2010).Google ScholarCross Ref
- Goranson, R. E., and Berkowitz, L. Reciprocity and responsibility reactions to prior help. Journal of Personality and Social Psychology, 3 (1966), 227--232.Google ScholarCross Ref
- Greenberg, M. D., Pardo, B., Hariharan, K., and Gerber, E. Crowdfunding support tools: predicting success & failure. CHI EA'13 (2013). Google ScholarDigital Library
- Güth, W., Schmittberger, R., and Schwarze, B. An experimental analysis of ultimatum bargaining. Journal of Economic Behavior & Organization 3, 4 (1982), 367--388.Google ScholarCross Ref
- Hancock, J., Landrigan, C., and Silver, C. Expressing emotion in text-based communication. In Proc. CHI (2007), 929--932. Google ScholarDigital Library
- Harms, M. What drives motivation to participate financially in a crowdfunding community?Google Scholar
- Hogg, M. A., Abrams, D., Otten, S., and Hinkle, S. The social identity perspective. Small Group Research 35, 3 (2004), 246--276.Google ScholarCross Ref
- Hogg, M. A., and Turner, J. C. Intergroup behaviour, self-stereotyping and the salience of social categories. British Journal of Social Psychology 26, 4 (1987), 325--340.Google ScholarCross Ref
- Hui, J., Greenberg, M., and Gerber, E. Understanding crowdfunding work: implications for support tools. CHI EA'13 (2013). Google ScholarDigital Library
- Jeanne, P. Kickstarter failures revealed! What can you learn from Kickstarter failures? http://www.appsblogger.com/kickstarter-infographic. Retrieved Sep. 19, 2012. (2012).Google Scholar
- Jensen, K. The best kickstarter projects. http://www.ugo.com/web-culture/best-kickstarterprojects-ninja-baseball. retrieved Sep. 19, 2012. (2012).Google Scholar
- Kickstarter. http://kickstarter.com/help/stats. retrieved Sep. 19, 2012. (2012).Google Scholar
- Kosner, A. Pebble watch for iphone and android, the most successful kickstarter project ever. http://onforb.es/pp6dpw. retrieved Sep. 19, 2012. (2012).Google Scholar
- Lee Rainie, Kristen Purcell, A. S. The Social Side of the Internet. Tech. rep., Pew Internet & American Life Project, 2011.Google Scholar
- Li, T., and Tsekouras, D. Reciprocity in effort to personalize: examining perceived effort as a signal for quality. Proc. ICEC'12, 1--8. Google ScholarDigital Library
- Mollick, E. The dynamics of crowdfunding: Determinants of success and failure. SSRN scholarly paper, Social Science Research Network, Rochester, NY, July 2012.Google Scholar
- Muller, M., Geyer, W., Soule, T., Daniels, S., and Cheng, L.-T. Crowdfunding inside the enterprise: employee-initiatives for innovation and collaboration. Proc. CSCW'13, ACM (2013), 503--512. Google ScholarDigital Library
- Ordanini, A., Miceli, L., Pizzetti, M., and Parasuraman, A. Crowd-funding: transforming customers into investors through innovative service platforms. Journal of Service Management 22, 4 (2011), 443--470.Google ScholarCross Ref
- Pang, B., and Lee, L. Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval 2, 1--2 (2008), 1--135. Google ScholarDigital Library
- Pennebaker, J. W., and Francis, M. E. Linguistic Inquiry and Word Count. Lawrence Erlbaum, August 1999.Google Scholar
- Pruitt, D. G., and Drews, J. L. The effect of time pressure, time elapsed, and the opponent's concession rate on behavior in negotiation. Journal of Experimental Social Psychology, 5 (1969), 43--60.Google ScholarCross Ref
- Quercia, D., Ellis, J., Capra, L., and Crowcroft, J. In the mood for being influential on twitter. In Privacy, security, risk and trust (passat), 2011 IEEE SocialCom) (2011), 307--314.Google ScholarCross Ref
- Regan, D. T. Effects of a favor and liking on compliance. Journal of Experimental Social Psychology, 1 (1971), 621--639.Google Scholar
- Roth, A. Bargaining experiments. In Handbook of Experimental Economics., J. Kagel and A. Roth, Eds., vol. 3, Princeton University Press (1997), 253--348.Google Scholar
- Shane, S., and Cable, D. Network ties, reputation, and the financing of new ventures. Management Science (2002). Google ScholarDigital Library
- Shrum, L., Liu, M., Nespoli, M., and Lowrey, T. M. Persuasion in the marketplace.Google Scholar
- Steinberg, S., and DeMaria, R. In The Crowdfunding Bible: How to Raise Money for Any Startup, Video Game or Project, J. Kimmich, Ed., read.me (2012), 14--47.Google Scholar
- Tajfel, H. Social categorization. In Introduction à la psychologie sociale, S. Moscovici, Ed., vol. 1, Paris: Larousse. (1972), 272--302.Google Scholar
- Tajfel, H. In Human Groups and Social Categories: Studies in Social Psychology., Cambridge, UK: Cambridge Univ. Press (1981).Google Scholar
- Tajfel, H. Social psychology of intergroup relations. Annual Review of Psychology 33, 1 (1982).Google ScholarCross Ref
- Tajfel, H., and Turner, J. C. An integrative theory of intergroup conflict. The social psychology of intergroup relations 33 (1979), 47.Google Scholar
- Tam, K. Y., and Ho, S. Y. Web personalization as a persuasion strategy: An elaboration likelihood model perspective. Info. Sys. Research 16, 3 (2005), 271--291. Google ScholarDigital Library
- Tausczik, Y. R., and Pennebaker, J. W. The psychological meaning of words: Liwc and computerized text analysis methods. Journal of Language and Social Psychology 29, 1 (2010), 24--54.Google ScholarCross Ref
- Van Wingerden, R., and Ryan, J. Fighting for funds: An exploratory study into the field of crowdfunding. Tech. rep., Lund University School of Economics and Management, 2011.Google Scholar
- Venkataraman, S. The distinctive domain of entrepreneurship research: An editor's perspective. In Advances in entrepreneurship, firm emergence, and growth, J. Katz and R. Brockhaus, Eds., vol. 3, Greenwich, CT: JAI Press (1997), 119--138.Google Scholar
- Viegas, F., Wattenberg, M., Van Ham, F., Kriss, J., and McKeon, M. Many Eyes: a site for visualization at internet scale. In InfoVis, Published by the IEEE Computer Society (2007), 1121--1128. Google ScholarDigital Library
- Wattenberg, M., and Viégas, F. The Word Tree, an interactive visual concordance. In InfoVis (2008), 1221--1228. Google ScholarDigital Library
- Wilke, H., and Lanzetta, J. T. The obligation to help: The effects of amount of prior help on subsequent helping behavior. Journal of Experimental Social Psychology, 6 (1970), 488--493.Google ScholarCross Ref
- Wood, W. Attitude change: Persuasion and social influence. Annual Review of Psychology 51, 1 (2000), 539--570.Google ScholarCross Ref
Index Terms
- The language that gets people to give: phrases that predict success on kickstarter
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