Verification on stock return predictability of text in analyst reports

被引:0
|
作者
Lee, Young-Sun [1 ]
Yamada, Akihiko [2 ]
Yang, Cheol-Won [3 ]
Noh, Hohsuk [1 ,4 ]
机构
[1] Sookmyung Womens Univ, Dept Stat, Cheongpa Ro 47 gil 100, Seoul 04310, South Korea
[2] Seoul Natl Univ, Bigdata Convergence & Open Sharing Syst, Seoul, South Korea
[3] Dankook Univ, Sch Business Adm, Yongin, South Korea
[4] Sookmyung Womens Univ, Res Inst Nat Sci, Seoul, South Korea
关键词
stock return predictability; natural language processing; analyst reports; random forest F-test; IMPACT;
D O I
10.5351/KJAS.2023.36.5.489
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
As sharing of analyst reports became widely available, reports generated by analysts have become a useful tool to reduce di fference in financial information between market participants. The quantitative information of analyst reports has been used in many ways to predict stock returns. However, there are relatively few domestic studies on the prediction power of text information in analyst reports to predict stock returns. We test stock return predictability of text in analyst reports by creating variables representing the TONE from the text. To overcome the limitation of the linear-model-assumption-based approach, we use the random-forest-based F-test.
引用
收藏
页码:489 / 499
页数:11
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