当代财经 ›› 2023, Vol. 0 ›› Issue (3): 70-81.

• 现代金融 • 上一篇    下一篇

可转债发行前的炒作效应研究——基于机器学习的预测方法

刘娥平, 秦浩原   

  1. 中山大学 管理学院,广东 广州 510275
  • 收稿日期:2022-09-26 出版日期:2023-03-15 发布日期:2023-03-23
  • 通讯作者: 秦浩原,中山大学博士研究生,主要从事公司财务与投资研究,联系方式qinhy3@mail2.sysu.edu.cn。
  • 作者简介:刘娥平,中山大学教授、博士生导师,管理学博士,主要从事公司理财、投资项目与公司价值评估、并购研究。
  • 基金资助:
    广东省自然科学基金面上项目“可转债并购中的价格偏离及其经济后果研究——基于双重不对称信息与大股东参与的视角”(2021A1515011986); 国家自然科学基金青年项目“时空视角下的对赌协议与企业并购:绩效、风险及影响机制”(72002040); 广东省自然科学基金面上项目“时空视角下的对赌协议与并购绩效风险:经济后果、机制分析及应对措施”(2021A1515012267)

Research on the Hype Effect before the Issuance of Convertible Bonds: the Forecasting Method Based on Machine Learning

LIU E-ping, QIN Hao-yuan   

  1. Sun Yat-sen University, Guangzhou 510275, China
  • Received:2022-09-26 Online:2023-03-15 Published:2023-03-23

摘要: 基于2010—2022年发行可转债和普通债的上市公司在公告日前的分析师报告和股市表现的实证研究表明,相比于发行普通公司债的上市公司,发行可转债的上市公司与分析师之间存在潜在的炒作行为,并形成正的股价效应。具体而言,在上市公司发布可转债募集说明书公告的前180天,分析师报告的语调积极程度显著上升,消极程度显著下降,特别是前90天的反应更为明显。与此同时,发行可转债的上市公司前20日的市净率、股票价格和流通市值的平均上涨幅度显著更大,且公告日前20天的累计异常回报率显著更高,这导致了发行可转债的上市公司后续的股权稀释成本降低。实证结果表明,证券分析师在资本市场中可能存在炒作现象。上述研究结论挖掘了上市公司发行可转债公告前的股价异常现象和股价变化传导机制,同时为资本市场信息披露监管和公众投资者保护提供参考。

关键词: 可转债发行, 分析师报告, 情感分析, 市值管理

Abstract: This paper conducts an empirical study based on the analyst reports and stock market performance of the listed companies issuing convertible bonds and ordinary bonds prior to the announcement date from 2010 to 2022. The findings show that, compared to the listed companies issuing ordinary corporate bonds, there exist potential hype behaviors between the listed companies issuing convertible bonds and the analysts,which shapes a positive stock price effect. Specifically, the positive tone of the analyst reports significantly increase and the negative tone significantly decrease in the first 180 days of the announcement of convertible bond prospectus issued by listed companies, especially the responses in the first 90 days are more pronounced. At the same time, the average increase in P/B, stock price and circulation market valueis significantly greater in the first 20 days for the listed companies issuing convertible bonds, and the cumulative abnormal returns in the 20 days prior to the announcement date are significantly higher, which results in lower subsequent equity dilution costs for the listed companies issuing convertible bonds. The empirical results suggest that possible hype phenomenon by securities analysts may exist in the capital markets. The above findings unearth the share price anomalies and the transmission mechanism of share price changes prior to the announcement of convertible bond issuance by listed companies, while providing references for the regulation of capital market information disclosure and the protection of public investors.

Key words: convertible bond issuance, analyst report, sentiment analysis, market value management

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