The Effect of Stock Spam on Financial Markets

Spam messages are ubiquitous and extensive interdisciplinary research has tried to come up with effective countermeasures. However, little is known about the response to unsolicited e-mail, partly because spammers do not disclose sales figures. This paper correlates incoming spam messages that promote the investment in particular equity securities with financial market data. We use multivariate regression models to measure the impact of stock spam on traded volume and conduct an event study to find effects on market valuation. In both cases we have found evidence for significant reactions to spam campaigns in the short run. Theoretical and practical implications of the findings are addressed.

[1]  T. Schelling,et al.  The Strategy of Conflict. , 1961 .

[2]  Josef Lakonishok,et al.  Stock Prices and Financial Analysts' Recommendations , 1983 .

[3]  Jerold B. Warner,et al.  Using daily stock returns: The case of event studies , 1985 .

[4]  Pu Liu,et al.  Stock Price Reactions to The Wall Street Journal's Securities Recommendations , 1990, Journal of Financial and Quantitative Analysis.

[5]  A. Banerjee,et al.  A Simple Model of Herd Behavior , 1992 .

[6]  Moni Naor,et al.  Pricing via Processing or Combatting Junk Mail , 1992, CRYPTO.

[7]  A. Mackinlay,et al.  Event Studies in Economics and Finance , 1997 .

[8]  Harris Drucker,et al.  Support vector machines for spam categorization , 1999, IEEE Trans. Neural Networks.

[9]  S. Bikhchandani,et al.  Herd Behavior in Financial Markets , 2000, IMF Staff Papers.

[10]  Lawrence M. Levine,et al.  Over the Counter Bulletin Board Exchange , 2001 .

[11]  Scott E. Fahlman,et al.  Selling interrupt rights: A way to control unwanted e-mail and telephone calls , 2002, IBM Syst. J..

[12]  Adam Back,et al.  Hashcash - A Denial of Service Counter-Measure , 2002 .

[13]  S. Fahlman Technical forum , 2002 .

[14]  Vernon J. Richardson,et al.  Assessing the risk in e-commerce , 2001, Proceedings of the 35th Annual Hawaii International Conference on System Sciences.

[15]  Moni Naor,et al.  On Memory-Bound Functions for Fighting Spam , 2003, CRYPTO.

[16]  Lei Zhou,et al.  The Economic Cost of Publicly Announced Information Security Breaches: Empirical Evidence from the Stock Market , 2003, J. Comput. Secur..

[17]  Rick Wash,et al.  An economic answer to unsolicited communication , 2004, EC '04.

[18]  Ben Laurie,et al.  \Proof-of-Work" Proves Not to Work , 2004 .

[19]  Lawrence M. Levine,et al.  Over the Counter Bulletin Board Exchange , 2004 .

[20]  Huseyin Cavusoglu,et al.  The Effect of Internet Security Breach Announcements on Market Value: Capital Market Reactions for Breached Firms and Internet Security Developers , 2004, Int. J. Electron. Commer..

[21]  Rahul Telang,et al.  Impact of Software Vulnerability Announcements on the Market Value of Software Vendors - an Empirical Investigation , 2005, WEIS.

[22]  James Morris,et al.  Pricing Electronic Mail to Solve the Problem of Spam , 2005, Hum. Comput. Interact..

[23]  Paul Judge,et al.  Understanding and Reversing the Profit Model of Spam , 2005, WEIS.

[24]  Felix C. Freiling,et al.  Botnet Tracking: Exploring a Root-Cause Methodology to Prevent Distributed Denial-of-Service Attacks , 2005, ESORICS.