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Anzhela Knyazeva
Vladimir I. Ivanov
University of Rochester
2018
Soft and hard information and signal extraction in securities crowdfunding*

Authors examine the impact of information flows on financing and the relative roles of hard information, soft information, and certification of issuer quality by third parties, using novel evidence from the US securities-based crowdfunding market. While hard information about the issuer’s financial condition and experience has only marginal relevance for offering outcomes, third-party certification of issuer quality as well as soft information about the issuer proxied by social media following plays a significant role in crowdfunding offerings.