Emphasizing the entrepreneur or the idea? The impact of text content emphasis on investment decisions in crowdfunding

作者:

Highlights:

• Define and detect text content emphasis (TCE) by long short-term (LSTM)

• Estimate the TCE s impact on fundraising results with the data from Kickstarter

• Title and blurb should focus on the entrepreneur aspect of the campaigns

• The entrepreneur aspect should be placed at the beginning of the detailed narrative

• The idea aspect should be emphasized in the detailed description

摘要

The criteria for evaluating a crowdfunding project vary from person to person. Some investors are concerned with the entrepreneurs' profiles, while others are more interested in the creativity behind the project or the idea. Most investors evaluate a project by referring to founder-generated content. Entrepreneurs then face the choice of emphasizing their own profiles or the project creativity within the limited narrative. Our study is thus motivated to examine how the emphasis of the text narratives affect the fundraising outcomes. We propose an improved deep learning model for text content emphasis (TCE) detection from various textual sources, including titles, blurbs, and detailed descriptions, and then estimate the impact of TCE on the success of fundraising campaigns. With data collected from public sources of Kickstarter platform, our empirical analyses demonstrate that TCE matters differently for various textual sources. It is more effective for the title and blurb to emphasize the entrepreneur profile, while the detailed description should highlight the idea creativity. Furthermore, for the detailed description, the entrepreneur profile has a more positive effect when it is placed at the beginning of the narrative. And the effects of entrepreneur-oriented narratives are more pronounced in these projects with more social connections. This study contributes to the understanding of TCE, entrepreneur profile disclosure, and social connection in economic exchanges in online crowdfunding.

论文关键词:Crowdfunding,Investment willingness,Text content emphasis,Text analytics,deep learning

论文评审过程:Received 7 September 2019, Revised 4 June 2020, Accepted 8 June 2020, Available online 10 June 2020, Version of Record 28 July 2020.

论文官网地址:https://doi.org/10.1016/j.dss.2020.113341