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研究生: 林可佳
Ke-Jia Lin
論文名稱: 財金新聞情緒對首次公開發行股票之影響
The impact of financial media sentiment on initial public offerings
指導教授: 高櫻芬
Yin-Feng Gau
口試委員:
學位類別: 碩士
Master
系所名稱: 管理學院 - 財務金融學系
Department of Finance
論文出版年: 2020
畢業學年度: 108
語文別: 英文
論文頁數: 51
中文關鍵詞: 新聞情緒投資人情緒首次公開發行發行熱季文字探勘
外文關鍵詞: Media sentiment, Investor sentiment, IPO, Hot issue, Text mining
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  • 本文透過蒐集及分析企業上市前一個月與其相關的財經新聞內容,探討上市前新聞情緒對首次公開發行股票的影響,包括IPO期初報酬、上市前投資人情緒代理變數,發行熱季以及長期績效。本研究蒐集聯合報、經濟日報、工商時報及中國時報中公司上市前相關新聞內容,分析新聞文章中隱含的情緒,並藉由文字語意分析技術建立新聞淨情緒指標,以及正向情緒與負向情緒比率,並調整否定詞對語意的影響。
    根據474家IPO公司的5000多筆新聞資料,本研究實證結果顯示,(1) 新聞淨情緒指標及正向新聞情緒顯著提升IPO的期初報酬,表示媒體正向情緒確實會造成IPO期初股價上漲。(2) 新聞淨情緒指標越大,參與申購的投資人越多,反之新聞負向情緒比例越高,將會降低投資人申購意願。(3) 相較於整體樣本,新聞淨情緒或個別正負向情緒在發行熱季下的影響皆未顯著擴大 (4) 上市前新聞淨情緒越高的企業,其六個月持有期間報酬越低。


    This thesis collects financial news articles related to firms one month before IPO and explore the impact of financial media sentiment on initial public offerings in the following aspects: IPO initial return, proxy variable of investor sentiment before IPO, hot issue and initial public offerings. In this thesis, we analyze the media sentiment behind news articles and apply text processing skill to construct the measure of media sentiment, including net news sentiment, the proportion of positive news sentiment and negative news sentiment, based on the news collected from United Daily News, Economic Daily News, Commercial Times and China Times. Besides, this thesis also adjusts the influence of negation words.
    Bases on over 5000 news articles from 474 IPOs, the empirical analysis in this thesis provides the following results. (1) Net news sentiment and positive news sentiment drive up the IPO initial return significantly, indicating that positive media words toward IPOs indeed increase IPO initial stock prices. (2) Investors are more willing to apply for the public subscription to the IPOs with higher net news sentiment. On the other hand, higher negative news sentiment from media before IPO significantly decreases investors’ subscription willingness for IPOs. (3) Compared to the entire sample, net news sentiment or individual positive and negative news sentiment do not have a larger impact in the hot issue market. (4) Firms with higher net news sentiment before IPO tend to exhibit the price reversal in one month and lower six-month buy and hold returns.

    摘要 i Abstract ii Acknowledgement iii Table of Contents iv List of Tables v List of Figures vi 1. Introduction 1 2. Literature Review 3 2.1 Investor and Media Sentiment 3 2.2 Phenomenon of Initial Public Offerings 4 2.3 Sentiment on Initial Public Offerings 5 3. Methodology 8 3.1 Sample Selection 8 3.2 Variables Definition 8 3.2.1 Measurement of IPOs performance and proxies of investor sentiment 8 3.2.2 Other control variables of IPOs 10 3.3 Media Sentiment Construction 12 3.3.1 News collection and text processing 12 3.3.2 Media sentiment definition 13 3.4 Hypothesis Building 14 4. Empirical Results 16 4.1 Summary Statistics 16 4.2 Media Sentiment and IPO Initial Returns 16 4.3 Media Sentiment and Investor Sentiment 17 4.4 Media Sentiment and Hot/Cold Issue Market 18 4.5 Media Sentiment and IPO Long-run Performance 19 5. Conclusions 21 References 22 Appendix 37

    Bajo, E., Raimondo, C., 2017, Media sentiment and IPO underpricing, Journal of Corporate Finance 46, 139-153
    Baker, M., Wurgler, J., 2006, Investor sentiment and the cross‐section of stock returns, Journal of Finance 61, 1645-1680
    Beatty, R.P., Ritter, J.R., 1986, Investment banking, reputation, and the underpricing of initial public offerings, Journal of Financial Economics 15, 213-232
    Brown, G.W., Cliff, M.T., 2004, Investor sentiment and the near-term stock market, Journal of Empirical Finance 11, 1-27
    Carter, R.B., Dark, F.H., Singh, A.K., 1998, Underwriter reputation, initial returns, and the long‐run performance of IPO stocks, Journal of Finance 53, 285-311
    Cornelli, F., Goldreich, D., Ljungqvist, A., 2006, Investor sentiment and pre‐IPO markets, Journal of Finance 61, 1187-1216
    Da, Z., Engelberg, J., Gao, P., 2015, The sum of all FEARS investor sentiment and asset prices, Review of Financial Studies 28, 1-32
    De Long, J.B., Shleifer, A., Summers, L.H., Waldmann, R.J., 1990, Noise trader risk in financial markets, Journal of Political Economy 98, 703-738
    Derrien, F., 2005, IPO pricing in “hot” market conditions: Who leaves money on the table?, Journal of Finance 60, 487-521
    Dorn, D., 2009, Does sentiment drive the retail demand for IPOs?, Journal of Financial and Quantitative Analysis 44, 85-108
    Fang, L., Peress, J., 2009, Media coverage and the cross‐section of stock returns, Journal of Finance 64, 2023-2052
    Helwege, J., Liang, N., 2004, Initial public offerings in hot and cold markets, Journal of Financial and Quantitative Analysis 39, 541-569
    Heston, S.L., Sinha, N.R., 2017, News vs. sentiment: Predicting stock returns from news stories, Financial Analysts Journal 73, 67-83
    Hsieh, W.-L., Hwang, S.-Y., Huang, H.-C., Chang, S., 2016, Predicting company revenue trend using financial news, Pacific Asian Conference on Information System
    Ibbotson, R.G., 1975, Price performance of common stock new issues, Journal of Financial Economics 2, 235-272
    Jiang, F., Lee, J., Martin, X., Zhou, G., 2019, Manager sentiment and stock returns, Journal of Financial Economics 132, 126-149
    Lin, I., 2013, Creating and verifying sentiment dictionary of finance and economics via financial news, National Taiwan University
    Liu, L.X., Sherman, A.E., Zhang, Y., 2014, The long-run role of the media: Evidence from initial public offerings, Management Science 60, 1945-1964
    Loughran, T., McDonald, B., 2011, When is a liability not a liability? Textual analysis, dictionaries, and 10‐Ks, Journal of Finance 66, 35-65
    Lowry, M., Schwert, G.W., 2002, IPO market cycles: Bubbles or sequential learning?, Journal of Finance 57, 1171-1200
    Lowry, M., Schwert, G.W., 2004, Is the IPO pricing process efficient?, Journal of Financial Economics 71, 3-26
    Lu, Y.-C., Wei, Y.-C., 2013, The Chinese news sentiment around earnings announcements, Romanian Journal of Economic Forecasting 16, 44-57
    Megginson, W.L., Weiss, K.A., 1991, Venture capitalist certification in initial public offerings, Journal of Finance 46, 879-903
    Menon, K., Williams, D.D., 1991, Auditor credibility and initial public offerings, Accounting Review 66, 313-332
    Ritter, J.R., 1984, The" hot issue" market of 1980, Journal of Business 32, 215-240
    Ritter, J.R., 1991, The long‐run performance of initial public offerings, Journal of finance 46, 3-27
    Rock, K., 1986, Why new issues are underpriced, Journal of Financial Economics 15, 187-212
    Tetlock, P.C., 2007, Giving content to investor sentiment: The role of media in the stock market, Journal of finance 62, 1139-1168

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