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arXiv 提交日期: 2026-02-17
📄 Abstract - How to Disclose? Strategic AI Disclosure in Crowdfunding

As artificial intelligence (AI) increasingly integrates into crowdfunding practices, strategic disclosure of AI involvement has become critical. Yet, empirical insights into how different disclosure strategies influence investor decisions remain limited. Drawing on signaling theory and Aristotle's rhetorical framework, we examine how mandatory AI disclosure affects crowdfunding performance and how substantive signals (degree of AI involvement) and rhetorical signals (logos/explicitness, ethos/authenticity, pathos/emotional tone) moderate these effects. Leveraging Kickstarter's mandatory AI disclosure policy as a natural experiment and four supplementary online experiments, we find that mandatory AI disclosure significantly reduces crowdfunding performance: funds raised decline by 39.8% and backer counts by 23.9% for AI-involved projects. However, this adverse effect is systematically moderated by disclosure strategy. Greater AI involvement amplifies the negative effects of AI disclosure, while high authenticity and high explicitness mitigate them. Interestingly, excessive positive emotional tone (a strategy creators might intuitively adopt to counteract AI skepticism) backfires and exacerbates negative outcomes. Supplementary randomized experiments identify two underlying mechanisms: perceived creator competence and AI washing concerns. Substantive signals primarily affect competence judgments, whereas rhetorical signals operate through varied pathways: either mediator alone or both in sequence. These findings provide theoretical and practical insights for entrepreneurs, platforms, and policymakers strategically managing AI transparency in high-stakes investment contexts.

顶级标签: aigc systems behavior
详细标签: strategic disclosure crowdfunding signaling theory ai transparency investment decisions 或 搜索:

如何披露?众筹中的人工智能战略披露 / How to Disclose? Strategic AI Disclosure in Crowdfunding


1️⃣ 一句话总结

这篇论文研究发现,在众筹项目中强制披露使用人工智能会显著降低筹款效果,但通过采用高真实性、高清晰度的披露策略可以缓解这种负面影响,而过度使用积极情绪的策略反而会适得其反。

源自 arXiv: 2602.15698