JABM JOURNAL of ACCOUNTING - BUSINESS & MANAGEMENT
Vol 31 No 1 (2024): April

Predicting Equity Crowdfunding Success

Bjornsen, Matt (Unknown)
Borchers, Sarah (Unknown)
Dority, Bree (Unknown)
Hayes, Suzanne (Unknown)



Article Info

Publish Date
29 Jul 2024

Abstract

Equity crowdfunding has grown exponentially in the United States since the passage of the JOBS Act in 2013, yet it continues to be a research area that is relatively unexplored in the United States due to the limited availability of data. U.S equity crowdfunding campaigns are notoriously unsuccessful, and this paper develops a predictive model for equity crowdfunding success to determine whether the positivity of the language used, and the length of the campaign description influences an investor’s decision to invest. A model is developed on a balanced training set and applied to a test set, and the overall results are evaluated using a confusion matrix to determine the accuracy, precision, and recall of the model. Our overall results indicate that both the tone of sentiment and the length of the campaign description are predictive of an equity crowdfunding campaign’s success. Specifically, the potential investors appear to be attracted to positive campaign descriptions that are written with concise language.

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Journal Info

Abbrev

Publisher

Subject

Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Other

Description

Journal of Accounting, Business and Management (JABM) provides a scientific discourse about accounting, business, and management both practically and conceptually. The published articles at this journal cover various topics from the result of particular conceptual analysis and critical evaluation to ...