Abstract
This study examines the role of social media commentary in private placements by Chinese listed companies. Drawing on the Wisdom of Crowds theory, we analyze text data from Chinese stock message boards using natural language processing and machine learning techniques. Our comprehensive approach investigates social media's influence across market reactions, corporate decisions, and regulatory outcomes in the private placement process. We find that companies facing negative social media commentary tend to experience unfavorable stock returns following private placement announcements. These sentiments are also associated with a higher likelihood of firms withdrawing their private placement attempts and increased probability of regulatory disapproval. The impact of social media commentary is enhanced by information quality and strengthened by regulations mandating real-name authentication. Our study contributes to the literature by demonstrating how social media can serve as an external governance mechanism in situations where traditional corporate governance may be less effective. These findings enhance our understanding of market efficiency and information processing in the digital age, with implications for corporate finance, investor relations, and regulatory policy.
| Original language | English |
|---|---|
| Article number | 101812 |
| Journal | British Accounting Review |
| DOIs | |
| State | Accepted/In press - 2025 |
Keywords
- ChatGPT
- Private placement
- Social media
- Textual analysis
- Wisdom of crowds