Why Social Media Matters: The Use of Twitter in Portfolio Strategies

In previous works ([8], [12]), it has already been showed that Twitter and social media in general give an interesting additional predictive power to the models that take them into account. However, the contribution of social media is relatively small on a daily basis, because of the speed and the increasing efficiency of the stock markets. It has been decided then to deal with intraday prices to test whether microblogging data may actually be used to implement highfrequency forecasting models. It has been constructed an indicator to earn some insights on the Nasdaq-100’s future movements. Once again, the results are very encouraging: the use of social media data increases the predictive power for general stock market index such as the Nasdaq, and becomes thus an essential building block for any pricing model.

[1]  Guido Caldarelli,et al.  Web Search Queries Can Predict Stock Market Volumes , 2011, PloS one.

[2]  Isabell M. Welpe,et al.  Tweets and Trades: The Information Content of Stock Microblogs , 2010 .

[3]  Bernardo A. Huberman,et al.  Predicting the Future with Social Media , 2010, 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology.

[4]  Paulo Cortez,et al.  On the Predictability of Stock Market Behavior Using StockTwits Sentiment and Posting Volume , 2013, EPIA.

[5]  Gilad Mishne,et al.  Predicting Movie Sales from Blogger Sentiment , 2006, AAAI Spring Symposium: Computational Approaches to Analyzing Weblogs.

[6]  Isabell M. Welpe,et al.  Predicting Elections with Twitter: What 140 Characters Reveal about Political Sentiment , 2010, ICWSM.

[7]  Brad M. Barber,et al.  Can Investors Profit from the Prophets? Consensus Analyst Recommendations and Stock Returns , 1998 .

[8]  Aristides Gionis,et al.  Correlating financial time series with micro-blogging activity , 2012, WSDM '12.

[9]  Zhi Da,et al.  In Search of Attention , 2009 .

[10]  Johan Bollen,et al.  Predicting Financial Markets: Comparing Survey,News, Twitter and Search Engine Data , 2011, ArXiv.

[11]  V. Dhar,et al.  Does Chatter Matter? The Impact of User-Generated Content on Music Sales , 2007 .

[12]  Johan Bollen,et al.  Twitter mood predicts the stock market , 2010, J. Comput. Sci..

[13]  John R. Nofsinger Social Mood and Financial Economics , 2005 .

[14]  Werner Antweiler,et al.  Is All that Talk Just Noise? The Information Content of Internet Stock Message Boards , 2001 .

[15]  Johan Bollen,et al.  Twitter Mood as a Stock Market Predictor , 2011, Computer.

[16]  Aron Culotta,et al.  Towards detecting influenza epidemics by analyzing Twitter messages , 2010, SOMA '10.

[17]  Olivia Sheng,et al.  Investigating Predictive Power of Stock Micro Blog Sentiment in Forecasting Future Stock Price Directional Movement , 2011, ICIS.

[18]  Sofus A. Macskassy,et al.  More than Words: Quantifying Language to Measure Firms' Fundamentals the Authors Are Grateful for Assiduous Research Assistance from Jie Cao and Shuming Liu. We Appreciate Helpful Comments From , 2007 .

[19]  Enrico Maria Cervellati,et al.  The Power of Micro-Blogging: How to Use Twitter for Predicting the Stock Market , 2015 .

[20]  Zhi Da,et al.  The Sum of All FEARS: Investor Sentiment and Asset Prices , 2013 .

[21]  Eric D. Brown Will Twitter Make You a Better Investor? A Look at Sentiment, User Reputation and Their Effect on the Stock Market , 2012 .

[22]  Munmun De Choudhury,et al.  Can blog communication dynamics be correlated with stock market activity? , 2008, Hypertext.

[23]  Richard L. Peterson,et al.  Affect and Financial Decision-Making: How Neuroscience Can Inform Market Participants , 2007 .

[24]  Linhao Zhang Sentiment analysis on Twitter with stock price and significant keyword correlation , 2013 .

[25]  Hsinchun Chen,et al.  Textual analysis of stock market prediction using breaking financial news: The AZFin text system , 2009, TOIS.

[26]  Malcolm P. Baker,et al.  Investor Sentiment and the Cross-Section of Stock Returns , 2003 .

[27]  Jeffrey Wurgler,et al.  Investor Sentiment in the Stock Market , 2011 .

[28]  M. Statman Investor Sentiment and Stock Returns , 1999 .

[29]  Anshul Mittal,et al.  Stock Prediction Using Twitter Sentiment Analysis , 2011 .

[30]  James Allan,et al.  Language models for financial news recommendation , 2000, CIKM '00.

[31]  Paul C. Tetlock Giving Content to Investor Sentiment: The Role of Media in the Stock Market , 2005, The Journal of Finance.

[32]  H. Varian,et al.  Predicting the Present with Google Trends , 2009 .

[33]  Johan Bollen,et al.  Quantifying the effects of online bullishness on international financial markets , 2015 .

[34]  Owen Rambow,et al.  Sentiment Analysis of Twitter Data , 2011 .