Word power: A new approach for content analysis

被引:368
作者
Jegadeesh, Narasimhan [1 ,2 ]
Wu, Di [3 ]
机构
[1] Emory Univ, Goizueta Business Sch, Atlanta, GA 30322 USA
[2] NBER, Cambridge, MA 02138 USA
[3] Univ Penn, Wharton Sch, Philadelphia, PA 19104 USA
关键词
Content analysis; Lexicons; Term weighting; INFORMATION-CONTENT; SENTIMENT; TALK;
D O I
10.1016/j.jfineco.2013.08.018
中图分类号
F8 [财政、金融];
学科分类号
020219 [财政学(含:税收学)];
摘要
We present a new approach for content analysis to quantify document tone. We find a significant relation between our measure of the tone of 10-Ks and market reaction for both negative and positive words. We also find that the appropriate choice of term weighting in content analysis is at least as important as, and perhaps more important than, a complete and accurate compilation of the word list. Furthermore, we show that our approach circumvents the need to subjectively partition words into positive and negative word lists. Our approach reliably quantifies the tone of IPO prospectuses as well, and we find that the document score is negatively related to IPO underpricing. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:712 / 729
页数:18
相关论文
共 16 条
[1]
Is all that talk just noise? The information content of Internet stock message boards [J].
Antweiler, W ;
Frank, MZ .
JOURNAL OF FINANCE, 2004, 59 (03) :1259-1294
[2]
Bradley M.M., 1999, PSYCHOLOGY
[3]
Voluntary disclosure of balance sheet information in quarterly earnings announcements [J].
Chen, SP ;
DeFond, ML ;
Park, CW .
JOURNAL OF ACCOUNTING & ECONOMICS, 2002, 33 (02) :229-251
[4]
Yahoo! for Amazon: Sentiment extraction from small talk on the web [J].
Das, Sanjiv R. ;
Chen, Mike Y. .
MANAGEMENT SCIENCE, 2007, 53 (09) :1375-1388
[5]
Management's tone change, post earnings announcement drift and accruals [J].
Feldman, Ronen ;
Govindaraj, Suresh ;
Livnat, Joshua ;
Segal, Benjamin .
REVIEW OF ACCOUNTING STUDIES, 2010, 15 (04) :915-953
[6]
Got information? Investor response to Form 10-K and Form 10-Q EDGAR filings [J].
Griffin, PA .
REVIEW OF ACCOUNTING STUDIES, 2003, 8 (04) :433-460
[7]
The Information Content of IPO Prospectuses [J].
Hanley, Kathleen Weiss ;
Hoberg, Gerard .
REVIEW OF FINANCIAL STUDIES, 2010, 23 (07) :2821-2864
[8]
Li F., 2006, DO STOCK MARK UNPUB
[10]
When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10-Ks [J].
Loughran, Tim ;
McDonald, Bill .
JOURNAL OF FINANCE, 2011, 66 (01) :35-65