Social Media and Firm Equity Value

Companies have increasingly advocated social media technologies to transform businesses and improve organizational performance. This study scrutinizes the predictive relationships between social media and firm equity value, the relative effects of social media metrics compared with conventional online behavioral metrics, and the dynamics of these relationships. The results derived from vector autoregressive models suggest that social media-based metrics Web blogs and consumer ratings are significant leading indicators of firm equity value. Interestingly, conventional online behavioral metrics Google searches and Web traffic are found to have a significant yet substantially weaker predictive relationship with firm equity value than social media metrics. We also find that social media has a faster predictive value, i.e., shorter “wear-in” time, than conventional online media. These findings are robust to a consistent set of volume-based measures total blog posts, rating volume, total page views, and search intensity. Collectively, this study proffers new insights for senior executives with respect to firm equity valuations and the transformative power of social media.

[1]  Dominique M. Hanssens,et al.  Sustained Spending and Persistent Response: A New Look at Long-Term Marketing Profitability , 1999 .

[2]  Krishna G. Palepu,et al.  Information Asymmetry, Corporate Disclosure and the Capital Markets: A Review of the Empirical Disclosure Literature , 2000 .

[3]  Michael A. Stanko,et al.  Lead Users and Early Adopters on the Web: The Role of New Technology Product Blogs* , 2010 .

[4]  Peter S. Fader,et al.  Dynamic Conversion Behavior at E-Commerce Sites , 2004, Manag. Sci..

[5]  Neil A. Morgan,et al.  The Value of Different Customer Satisfaction and Loyalty Metrics in Predicting Business Performance , 2006 .

[6]  Chrysanthos Dellarocas,et al.  The Sound of Silence in Online Feedback: Estimating Trading Risks in the Presence of Reporting Bias , 2006, Manag. Sci..

[7]  James D. Hamilton Time Series Analysis , 1994 .

[8]  E. Fama EFFICIENT CAPITAL MARKETS: A REVIEW OF THEORY AND EMPIRICAL WORK* , 1970 .

[9]  Brad M. Barber,et al.  All that Glitters: The Effect of Attention and News on the Buying Behavior of Individual and Institutional Investors , 2006 .

[10]  Yong Liu,et al.  When do Third-Party Product Reviews Affect Firm Value and what can Firms Do? The Case of Media Critics and Professional Movie Reviews , 2012 .

[11]  Sunil Gupta,et al.  Valuing customers , 2007 .

[12]  Vijay Gurbaxani,et al.  Investigating the Risk-Return Relationship of Information Technology Investment: Firm-Level Empirical Analysis , 2007, Manag. Sci..

[13]  Andrew T. Stephen,et al.  The Effects of Traditional and Social Earned Media on Sales: A Study of a Microlending Marketplace , 2012 .

[14]  David Godes,et al.  Sequential and Temporal Dynamics of Online Opinion , 2012, Mark. Sci..

[15]  Fei Ren,et al.  Risk and Return of Information Technology Initiatives: Evidence from Electronic Commerce Announcements , 2007, Inf. Syst. Res..

[16]  Pradeep Chintagunta,et al.  The Effects of Online User Reviews on Movie Box Office Performance: Accounting for Sequential Rollout and Aggregation Across Local Markets , 2010, Mark. Sci..

[17]  Rajiv M. Dewan,et al.  Management and Valuation of Advertisement-Supported Web Sites , 2002, J. Manag. Inf. Syst..

[18]  Xueming Luo,et al.  Quantifying the Long-Term Impact of Negative Word of Mouth on Cash Flows and Stock Prices , 2009, Mark. Sci..

[19]  Eileen A. Hogan The Attention Economy: Understanding the New Currency of Business , 2001 .

[20]  C. Fornell,et al.  Customer Satisfaction and Shareholder Value , 2004 .

[21]  Hailiang Chen,et al.  Wisdom of Crowds: The Value of Stock Opinions Transmitted Through Social Media , 2013 .

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

[23]  Xueming Luo,et al.  Consumer Negative Voice and Firm-Idiosyncratic Stock Returns , 2007 .

[24]  F. Muñoz,et al.  Demystifying Social Media , 2010 .

[25]  Michael Trusov,et al.  Modeling Indirect Effects of Paid Search Advertising: Which Keywords Lead to More Future Visits? , 2011, Mark. Sci..

[26]  Kannan Srinivasan,et al.  Modeling Online Browsing and Path Analysis Using Clickstream Data , 2004 .

[27]  P. Samuelson Proof that Properly Anticipated Prices Fluctuate Randomly , 2015 .

[28]  Anne Wyatt,et al.  Accounting Recognition of Intangible Assets: Theory and Evidence on Economic Determinants , 2005 .

[29]  Penny Candace Deans,et al.  The Impact of Social Media on C-level Roles , 2011, MIS Q. Executive.

[30]  W. Enders Applied Econometric Time Series , 1994 .

[31]  Sinan Aral,et al.  Identifying Influential and Susceptible Members of Social Networks , 2012, Science.

[32]  Bin Gu,et al.  Research Note - The Impact of External Word-of-Mouth Sources on Retailer Sales of High-Involvement Products , 2012, Inf. Syst. Res..

[33]  Catarina Sismeiro,et al.  A Model of Web Site Browsing Behavior Estimated on Clickstream Data , 2003 .

[34]  R. Hodrick,et al.  The Cross-Section of Volatility and Expected Returns , 2006 .

[35]  David A. Hirshleifer,et al.  Thought and Behavior Contagion in Capital Markets , 2008 .

[36]  M. P. Evans The Aggregator Blog Model: How a Blog leverages Long Tail Economics , 2009 .

[37]  Mohammad S. Rahman,et al.  Technology Usage and Online Sales: An Empirical Study , 2010, Manag. Sci..

[38]  Wendy W. Moe,et al.  The Influence of Goal‐Directed and Experiential Activities on Online Flow Experiences , 2003 .

[39]  Steven Thorley,et al.  Investor Overconfidence and Trading Volume , 2003 .

[40]  Param Vir Singh,et al.  Blog, Blogger, and the Firm: Can Negative Employee Posts Lead to Positive Outcomes? , 2012, Inf. Syst. Res..

[41]  C. Granger Investigating causal relations by econometric models and cross-spectral methods , 1969 .

[42]  Mike Y. Chen,et al.  Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web , 2001 .

[43]  Jui Ramaprasad,et al.  Research Note - Music Blogging, Online Sampling, and the Long Tail , 2012, Inf. Syst. Res..

[44]  S. Viswanathan,et al.  Quality Uncertainty and the Performance of Online Sponsored Search Markets: An Empirical Investigation , 2007 .

[45]  Bin Gu,et al.  Do online reviews matter? - An empirical investigation of panel data , 2008, Decis. Support Syst..

[46]  Lorin M. Hitt,et al.  Information Technology and Trademarks: Implications for Product Variety , 2012, Manag. Sci..

[47]  Pei-Yu Sharon Chen,et al.  The Impact of Online Recommendations and Consumer Feedback on Sales , 2004, ICIS.

[48]  Brett Trueman,et al.  The Eyeballs Have it: Searching for the Value in Internet Stocks , 2000 .

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

[50]  R. Hall E-Capital: The Link between the Stock Market and the Labor Market in the 1990s , 2000 .

[51]  Andrew Whinston,et al.  The Dynamics of Online Word-of-Mouth and Product Sales: An Empirical Investigation of the Movie Industry , 2008 .

[52]  E. Fama,et al.  Multifactor Explanations of Asset Pricing Anomalies , 1996 .

[53]  D. Collings,et al.  Valuing customers , 2005 .

[54]  E. Fama,et al.  Common risk factors in the returns on stocks and bonds , 1993 .

[55]  Miguel A. Ferreira,et al.  Corporate Governance, Idiosyncratic Risk, and Information Flow , 2005 .

[56]  K. Pauwels How Dynamic Consumer Response, Dynamic Competitor Response and Expanded Company Action Shape Longterm Marketing Effectiveness , 2003 .

[57]  Ashish Sood,et al.  Do Innovations Really Payoff? Total Stock Market Returns to Innovation , 2009, Mark. Sci..

[58]  Joseph Engelberg,et al.  The Causal Impact of Media in Financial Markets , 2009 .

[59]  M. S. Goeree,et al.  LIMITED INFORMATION AND ADVERTISING IN THE U.S. PERSONAL COMPUTER INDUSTRY , 2008 .

[60]  Jonah Berger,et al.  Positive Effects of Negative Publicity: When Negative Reviews Increase Sales , 2009, Mark. Sci..

[61]  Vandana Ramachandran,et al.  Research Note - Quality Uncertainty and the Performance of Online Sponsored Search Markets: An Empirical Investigation , 2010, Inf. Syst. Res..

[62]  Anindya Ghose,et al.  An Empirical Analysis of Search Engine Advertising: Sponsored Search in Electronic Markets , 2009, Manag. Sci..

[63]  K. Pauwels,et al.  Mind-Set Metrics in Market Response Models: An Integrative Approach , 2009 .

[64]  Dylan Walker,et al.  Creating Social Contagion Through Viral Product Design: A Randomized Trial of Peer Influence in Networks , 2010, ICIS.

[65]  John Gallaugher,et al.  Social Media and Customer Dialog Management at Starbucks , 2010, MIS Q. Executive.

[66]  Anindya Ghose,et al.  Examining the Relationship Between Reviews and Sales: The Role of Reviewer Identity Disclosure in Electronic Markets , 2008, Inf. Syst. Res..

[67]  Ritu Agarwal,et al.  Competing "Creatively" in Sponsored Search Markets: The Effect of Rank, Differentiation Strategy, and Competition on Performance , 2011, Inf. Syst. Res..

[68]  D. Robinson,et al.  Industry Concentration and Average Stock Returns , 2005 .

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

[70]  Neil A. Morgan,et al.  Consumer-Based Brand Equity and Firm Risk , 2009 .

[71]  Wendy W. Moe,et al.  Measuring the Value of Social Dynamics in Online Product Ratings Forums , 2010 .

[72]  Christian Homburg,et al.  Customer Satisfaction, Analyst Stock Recommendations, and Firm Value , 2010 .

[73]  Ying Xie,et al.  Measuring the Lifetime Value of Customers Acquired from Google Search Advertising , 2011, Mark. Sci..

[74]  S. Bikhchandani,et al.  Learning from the behavior of others : conformity, fads, and informational cascades , 1998 .

[75]  X. Zhang,et al.  Impact of Online Consumer Reviews on Sales: The Moderating Role of Product and Consumer Characteristics , 2010 .

[76]  Yong Liu Word-of-Mouth for Movies: Its Dynamics and Impact on Box Office Revenue , 2006 .

[77]  Jinhong Xie,et al.  Online Consumer Review: A New Element of Marketing Communications Mix , 2004 .

[78]  Sheridan Titman,et al.  On Persistence in Mutual Fund Performance , 1997 .

[79]  Erik Brynjolfsson,et al.  Intangible Assets: Computers and Organizational Capital , 2002 .

[80]  K. Pauwels How Dynamic Consumer Response, Competitor Response, Company Support, and Company Inertia Shape Long-Term Marketing Effectiveness , 2004 .

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

[82]  Chrysanthos Dellarocas,et al.  Exploring the value of online product reviews in forecasting sales: The case of motion pictures , 2007 .

[83]  FormanChris,et al.  Examining the Relationship Between Reviews and Sales , 2008 .

[84]  Chrysanthos Dellarocas,et al.  Strategic Manipulation of Internet Opinion Forums: Implications for Consumers and Firms , 2004, Manag. Sci..

[85]  P. Santa-clara,et al.  Idiosyncratic Risk Matters! , 2002 .

[86]  David Godes,et al.  Using Online Conversations to Study Word-of-Mouth Communication , 2004 .

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

[88]  Forrest V. Morgeson,et al.  Customer Satisfaction and Stock Prices: High Returns, Low Risk: , 2006 .

[89]  Alok Gupta,et al.  Modeling Supply-Side Dynamics of IT Components, Products, and Infrastructure: An Empirical Analysis Using Vector Autoregression , 2010, Inf. Syst. Res..

[90]  Dominique M. Hanssens,et al.  The Category-Demand Effects of Price Promotions , 2000 .

[91]  David Godes,et al.  Firm-Created Word-of-Mouth Communication: Evidence from a Field Test , 2009, Mark. Sci..

[92]  Dominique M. Hanssens,et al.  Marketing and Firm Value: Metrics, Methods, Findings, and Future Directions , 2008 .

[93]  Yubo Chen,et al.  Online Consumer Review: Word-of-Mouth as a New Element of Marketing Communication Mix , 2004, Manag. Sci..

[94]  Alok Gupta,et al.  Putting Money Where the Mouths Are: The Relation Between Venture Financing and Electronic Word-of-Mouth , 2012, Inf. Syst. Res..

[95]  Z. Matolcsy,et al.  The Association between Technological Conditions and the Market Value of Equity , 2008 .

[96]  Y. Shin,et al.  Generalized Impulse Response Analysis in Linear Multivariate Models , 1998 .

[97]  Jonathan W. Palmer,et al.  Web Site Usability, Design, and Performance Metrics , 2002, Inf. Syst. Res..

[98]  Bin Gu,et al.  Informational Cascades and Software Adoption on the Internet: An Empirical Investigation , 2008, MIS Q..

[99]  Gerard J. Tellis,et al.  Does Chatter Really Matter? Dynamics of User-Generated Content and Stock Performance , 2011, Mark. Sci..