Crowdfunding is just like anything else; it is wonderfully naive to believe that a great idea will organically take off and be successful - but doomed to fail most of the time.

Computer scientists from Georgia Tech are here to help; after analyzing more than 45,000 projects on Kickstarter, Assistant Professor Eric Gilbert and doctoral candidate Tanushree Mitra have revealed dozens of phrases that pay and a few dozen more that may signal the likely failure of a crowd-sourced effort. 

The language used in online fundraising, they say, holds surprisingly predictive power about the success of such campaigns.

While offering donors a gift may improve a campaign's success, the study found the language project creators used to express the reward made the difference. For example, the phrases "also receive two," "has pledged" and "project will be" strongly foretell that a project will reach funding status, while phrases such as "dressed up," "not been able" and "trusting" are attached to unfunded projects.




Kickstarter phrases that pay - and those that don't. The short version. Credit: Georgia Tech

The researchers examined the success of Pebble, which is the most successful Kickstarter campaign to date with more than $10 million in pledges, and compared it to Ninja Baseball, a well-publicized PC game that only earned a third of its $10,000 goal.

"The discrepancy in funding success between projects like Pebble and Ninja Baseball prompted us to consider why some projects meet funding goals and others do not," Mitra said. "We found that the driving factors in crowdfunding ranged from social participation to encouragement to gifts – all of which are distinguished by the language used in the project description."

For their research, Gilbert and Mitra assembled a list of all Kickstarter projects launched as of June 2, 2012, and had reached their last date of fund collection. Of the more than 45,000 projects, 51.53 percent were successfully funded while 48.47 percent were not.


The language generally fit into the following categories:

  • Reciprocity or the tendency to return a favor after receiving one as evidenced by phrases such as "also receive two," "pledged will" and "good karma and."

  • Scarcity or attachment to something rare as shown with "option is" and "given the chance."

  • Social Proof, which suggests that people depend on others for social cues on how to act as shown by the phrase "has pledged."

  • Social Identity or the feeling of belonging to a specific social group. Phrases such as "to build this" and "accessible to the" fit this category.

  • Liking, which reflects the fact that people comply with people or products that appeal to them.

  • Authority, where people resort to expert opinions for making efficient and quick decisions as shown by phrases such as "we can afford" and "project will be."



After controlling for variables such as funding goals, video, social media connections, categories and pledge levels, the researchers focused on more than 20,000 phrases before compiling a dictionary of more than 100 phrases with predictive powers of success or failure.

The research suggested that the language used by creators to pitch their project plays a major role in driving the project's success, accounting for 58.56 percent of the variance around success.


Source: Georgia Institute of Technology