Early prediction of the outcome of Kickstarter campaigns: is the success due to virality?

Abstract

The spread of information, opinions, preferences, and behavior across social media is a crucial feature of the current functioning of our economy, politics, and culture. One of the emerging channels for spreading social collective action and funding of novelty in all these domains is Crowdfunding on various platforms such as Kickstarter, Indiegogo, Sellaband, and may others. The exact spreading mechanism of this collective action is not wellunderstood. The general belief is that virality plays a crucial role. Namely, the common hypothesis is that the information or behavior propagates through individuals affecting one another, presumably, through the links connecting them in social networks. The aim of our study is to find out the actual spreading mechanism in one particular case: spread of financial support for individual Kickstarter campaigns. To our surprise, our studies show that "virality" plays here only a minor role. We used this result to construct a simple behavior-grounded stochastic predictor of the success of Kickstarter campaigns which is not based on the viral mechanism. The crucial feature of the model underlying the prediction algorithm is that the success of a campaign depends less on the backers influencing one another ("virality") but rather on the campaign appealing to a particular class of high-pledge backers. This appeal is usually revealed at the very beginning of the campaign and it is an excellent success predictor. The case of Kickstarter is consistent with a recently proposed generic hypothesis that popularity in social media arises more from independent responses by individuals belonging to a large homophily class rather than from percolation, self-exciting processes, and other cooperative mechanisms resulting from mutual influence between individuals. Thus, the very concept of "virality", which implies contagion between participating individuals, plays only a minor role in the success mechanism proposed hereby. A more appropriate term for the mechanism underlying the social success in our model could be "social appeal" or "social fitness".

How Medical Crowdfunding Helps People? A Large-scale Case Study on Waterdrop Fundraising

“…In the context of medical crowdfunding, information diffusion is an important mechanism, and widespread cases have more dona-tion amounts and donate counts. Kindler, Golosovsky, and Solomon (2019) find that some patterns at the very beginning of the campaign can be an excellent success predictor. These findings are close to some studies on popularity prediction.…”

Future thinking and managers’ innovative behavior: an experimental study

“…A final set of ten projects was selected according to the following criteria. A project was deemed successful if acquired funding exceeded 200% of the targeted amount and considered unsuccessful if funding obtained was below 50% of the target (Kindler et al , 2019). Projects must be consumer products at a similar stage of development and combine hardware with electronics.…”

Do Machine Learning and Business Analytics Approaches Answer the Question of ‘Will Your Kickstarter Project be Successful?

“…In the research carried out by Kindler in 2019, propagation mechanisms on crowdfunding platforms such as Kickstarter, Indiegogo, and Sellaband were investigated. Because the spread of the project is directly related to virality and success (Kindler et al, 2019). In the research put forward by Chung, Kickstarter datasets, supporter-campaign graphics and Naive Bayes, Random Forest, and Adaboost classification methods were used.…”