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Examining the Effects of Vocabulary on Crowdfunding Success : A Comparison of Cultural and Commercial Campaigns

원문정보

Xiang Gao, Weige Huang, Bin Li, Sunghan Ryu

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초록

영어

Crowdfunding has emerged as an important financing source for diverse cultural projects and commercial ventures in the early stages. Unlike traditional investment evaluation, where structured financial data is critical, such information is typically unavailable for crowdfunding campaigns. Instead, campaign creators prepare pitches containing essential information about themselves and the campaigns, which are crucial in attracting and persuading contributors. Prior literature has examined the effects of different aspects in campaign pitches, but a comprehensive understanding of the theme is lacking. This study aims to fill this gap by identifying the lexicon of frequently used vocabulary in campaign pitches and examining how they are associated with crowdfunding success. Moreover, we examine how the association differs between culture and commercial crowdfunding campaigns. We randomly collected 50,000 campaigns from the cultural and commercial categories on Kickstarter and extracted the 100 most used verbs in the campaign pitches. Based on a machine learning approach combined with principal component analysis, we constructed sets of verbal factors statistically significant in predicting crowdfunding success. The findings also show that cultural and commercial campaigns consist of different verbal components with different effects on crowdfunding success.

목차

ABSTRACT
Ⅰ. Introduction
Ⅱ. Literature Review
2.1. Notions of Crowdfunding
2.2. Success Factors of Crowdfunding Campaigns
2.3. Effects of Crowdfunding Campaign Pitch
2.4. Linguistic Cues in Crowdfunding Projects
Ⅲ. Theoretical Framework
Ⅳ. Empirical Setting
4.1. Data
4.2. Variables
4.3. Analysis Method
Ⅴ. Results
5.1. Baseline Results (Full Sample)
5.2. Heterogeneity Analysis (Commercial vs. Cultural Subgroup)
5.3. The Role of Adjectives and Nouns
5.4. Additional controls
Ⅵ. Discussion and Conclusion

저자정보

  • Xiang Gao Associate Professor, Research Center of Finance, Shanghai Business School, China
  • Weige Huang Assistant Professor, Wenlan School of Business, Zhongnan University of Economics and Law, China
  • Bin Li Assistant Professor, Raj Soin College of Business, Wright State University, USA
  • Sunghan Ryu Associate Professor, USC-SJTU Institute of Cultural and Creative Industry, Shanghai Jiao Tong University, China

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