The impact of visual, auditory, textual stimuli on crowdfunding: evidence from tourism projects
Yihong Chen,
Tao Hu and
Rob Law
Current Issues in Tourism, 2025, vol. 28, issue 16, 2551-2569
Abstract:
Discover the secrets to crowdfunding triumph. In start-up tourism enterprises, mastering the art of captivating and converting users into sponsors through multimodal stimuli is paramount. Researchers used deep learning to deeply mine the text, images and video promotional content of 3,659 travel crowdfunding projects and nine classifiers to predict crowdfunding project success dynamically. We unearthed fascinating insights: Images spark attention, but video and text drive user conversion to sponsorship. Speech tends to deliver information, facts, or opinions. Key successful project predictors include positive emotions, pro-social engagement, cognitive vocabulary, increased video scenes and rapid visual variation. While consistent multimodal data bolsters model clarity, it does not markedly boost prediction. Lastly, linear and tree-based models outperform their nonlinear counterparts and have better prediction results.
Date: 2025
References: Add references at CitEc
Citations:
Downloads: (external link)
http://hdl.handle.net/10.1080/13683500.2024.2378608 (text/html)
Access to full text is restricted to subscribers.
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:taf:rcitxx:v:28:y:2025:i:16:p:2551-2569
Ordering information: This journal article can be ordered from
http://www.tandfonline.com/pricing/journal/rcit20
DOI: 10.1080/13683500.2024.2378608
Access Statistics for this article
Current Issues in Tourism is currently edited by Jennifer Tunstall
More articles in Current Issues in Tourism from Taylor & Francis Journals
Bibliographic data for series maintained by Chris Longhurst ().