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Word Power: A New Approach for Content Analysis


Narasimhan Jegadeesh


Emory University - Department of Finance

Andrew Di Wu


University of Pennsylvania - The Wharton School

April 1, 2013

AFA 2012 Chicago Meetings Paper

Abstract:     
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. Previous research has not been successful in quantifying tone using 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.

Number of Pages in PDF File: 49

Keywords: Content analysis, 10-Ks, Filing date, term-weighting

JEL Classification: G10, G14

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Date posted: March 18, 2011 ; Last revised: May 21, 2013

Suggested Citation

Jegadeesh, Narasimhan and Wu, Andrew Di , Word Power: A New Approach for Content Analysis (April 1, 2013). AFA 2012 Chicago Meetings Paper. Available at SSRN: http://ssrn.com/abstract=1787273 or http://dx.doi.org/10.2139/ssrn.1787273

Contact Information

Narasimhan Jegadeesh (Contact Author)
Emory University - Department of Finance ( email )
Atlanta, GA 30322-2710
United States
Di Wu
University of Pennsylvania - The Wharton School ( email )
3641 Locust Walk
Philadelphia, PA 19104-6365
United States
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