Exploring the success determinants of crowdfunding for cultural and creative projects: An empirical study based on signal theory. (August 2022)
- Record Type:
- Journal Article
- Title:
- Exploring the success determinants of crowdfunding for cultural and creative projects: An empirical study based on signal theory. (August 2022)
- Main Title:
- Exploring the success determinants of crowdfunding for cultural and creative projects: An empirical study based on signal theory
- Authors:
- Li, Liangqiang
Yang, Liang
Zhao, Meng
Liao, Miyan
Cao, Yunzhong - Abstract:
- Abstract: As vertical crowdfunding platforms (e.g., cultural and creative crowdfunding) are gradually gaining widespread attention, it is vital to explore the determinants specific to their success. For this reason, drawing on the signal theory (i.e., combining project cultural background, peer review valence, and face information disclosure), we develop an econometric model to examine the success determinants of cultural and creative crowdfunding (CCCF) projects. A data set with 2877 real CCCF projects obtained from Modian.com is used for analysis. The Natural Language Processing (NLP) approach is used to calculate the sentiment and information entropy of reviews in crowdfunding projects, and an open-source image processing library is used to identify face information. Moreover, an instrumental variable is considered to address endogeneity problems. The empirical results show that cultural background and peer review valence in CCCF projects positively influence crowdfunding success, while initiators' real face information disclosure negatively influences crowdfunding success. Furthermore, the information entropy of peer reviews negatively moderates the influence of peer review valence on crowdfunding success. This research provides a new perspective, i.e., latent features in CCCF, to explore success determinants. In addition, this study contributes to guiding the CCCF platforms in developing appropriate strategies and helps to improve the initiator's chances of successfulAbstract: As vertical crowdfunding platforms (e.g., cultural and creative crowdfunding) are gradually gaining widespread attention, it is vital to explore the determinants specific to their success. For this reason, drawing on the signal theory (i.e., combining project cultural background, peer review valence, and face information disclosure), we develop an econometric model to examine the success determinants of cultural and creative crowdfunding (CCCF) projects. A data set with 2877 real CCCF projects obtained from Modian.com is used for analysis. The Natural Language Processing (NLP) approach is used to calculate the sentiment and information entropy of reviews in crowdfunding projects, and an open-source image processing library is used to identify face information. Moreover, an instrumental variable is considered to address endogeneity problems. The empirical results show that cultural background and peer review valence in CCCF projects positively influence crowdfunding success, while initiators' real face information disclosure negatively influences crowdfunding success. Furthermore, the information entropy of peer reviews negatively moderates the influence of peer review valence on crowdfunding success. This research provides a new perspective, i.e., latent features in CCCF, to explore success determinants. In addition, this study contributes to guiding the CCCF platforms in developing appropriate strategies and helps to improve the initiator's chances of successful fundraising. Highlights: An econometric model is used to explore special success determinants of CCCF projects based on signal theory. Natural language processing and computer vision techniques are applied to measure variables. Cultural background, peer review valence, and initiators' face will affect the crowdfunding success. … (more)
- Is Part Of:
- Technology in society. Volume 70(2022)
- Journal:
- Technology in society
- Issue:
- Volume 70(2022)
- Issue Display:
- Volume 70, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 70
- Issue:
- 2022
- Issue Sort Value:
- 2022-0070-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-08
- Subjects:
- Crowdfunding for cultural and creative projects -- Project success -- Signal theory -- Identification -- Information entropy
Technology -- Social aspects -- Periodicals
303.483 - Journal URLs:
- http://www.sciencedirect.com/science/journal/0160791X/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.techsoc.2022.102036 ↗
- Languages:
- English
- ISSNs:
- 0160-791X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8761.023000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 22865.xml