Monetization Of Digital Content: Drivers Of Revenue On Q&A Platforms

ABSTRACT Valuation of digital content has important individual, organizational, and microeconomic implications. Yet, the existing understanding of digital content consumption is focused primarily on consumption of free content. This means, that digital content is not a source of revenue for contributors and not directly tied to the revenue or expenses of these platforms and that it is practically impossible to capture its value in national income accounts. Academic and anecdotal evidence seems to indicate that sharing of revenue from paid viewership in paid question-and-answer (Q&A) platforms is a factor that differentiates successful platforms, such as Weibo Q&A, from unsuccessful ones, such as Google Answers. Yet, the growing paid Q&A literature does not shed much light on our understanding of the drivers of revenues from paid viewership. Our study focuses on the unique revenue sharing of paid viewership among stakeholders because this feature makes paid Q&A a success and helps ensure the sustainability of the hosting social media platform. This study draws upon signaling theory to identify the drivers of the sales of paid viewership. We further draw on the cognitive view of signal attention and interpretation and the literature on social media trend and the literature on information perishability to hypothesize the differential moderating impacts of question price and content perishability. Consistent with the literature, we found the positive impacts of social media status and social endorsement on the sales of paid viewership. Extending past literature, we found an inverted-U impact of social feedback and the differential moderating effects of question price and content perishability on the sales of paid viewership.

[1]  Yu Zhao,et al.  How knowledge contributor characteristics and reputation affect user payment decision in paid Q&A? An empirical analysis from the perspective of trust theory , 2018, Electron. Commer. Res. Appl..

[2]  Robert E. Kraut,et al.  Why pay?: exploring how financial incentives are used for question & answer , 2010, CHI.

[3]  Yunjie Calvin Xu,et al.  Novelty and topicality in interactive information retrieval , 2008, J. Assoc. Inf. Sci. Technol..

[4]  H. Garland,et al.  Relation of effort-performance expectancy to performance in goal-setting experiments. , 1984 .

[5]  Daniel P. Forbes,et al.  Signal Strength, Media Attention, and Resource Mobilization: Evidence from New Private Equity Firms , 2020, Academy of Management Journal.

[6]  Hua Jonathan Ye,et al.  Toward Profitable Questions on Paid Q&a: a Perspective from Question Framing , 2020, ECIS.

[7]  Yi-Jen Ho,et al.  Popularity or Proximity: Characterizing the Nature of Social Influence in an Online Music Community , 2017, Inf. Syst. Res..

[8]  Andrew C. Corbett,et al.  Toward a Cognitive View of Signalling Theory: Individual Attention and Signal Set Interpretation , 2018 .

[9]  S. Schulz-Hardt,et al.  Confirmation bias in sequential information search after preliminary decisions: an expansion of dissonance theoretical research on selective exposure to information. , 2001, Journal of personality and social psychology.

[10]  Manuel Arriaga,et al.  Distinction and Status Production on User-Generated Content Platforms: Using Bourdieu's Theory of Cultural Production to Understand Social Dynamics in Online Fields , 2014, Inf. Syst. Res..

[11]  Jeffery S. McMullen,et al.  Is that an opportunity? An attention model of top managers' opportunity beliefs for strategic action , 2017 .

[12]  Vivian Choy,et al.  Perishable Information in an Increasingly Mobile World , 2011 .

[13]  Erik Brynjolfsson,et al.  Valuing Information Technology Related Intangible Assets , 2016, MIS Q..

[14]  Paulo B. Góes,et al.  Do Incentive Hierarchies Induce User Effort? Evidence from an Online Knowledge Exchange , 2016, Inf. Syst. Res..

[15]  Z. John Zhang,et al.  From Story Line to Box Office: A New Approach for Green-Lighting Movie Scripts , 2007, Manag. Sci..

[16]  Atreyi Kankanhalli,et al.  Temporal Effects of Repeated Recognition and Lack of Recognition on Online Community Contributions , 2020, J. Manag. Inf. Syst..

[17]  Bin Gu,et al.  Content Contribution for Revenue Sharing and Reputation in Social Media: A Dynamic Structural Model , 2012, J. Manag. Inf. Syst..

[18]  Ming-Yueh Tsay,et al.  Library Journal Use and Citation Half-Life in Medical Science , 1998, J. Am. Soc. Inf. Sci..

[19]  Alain Pinsonneault,et al.  Free Versus For-a-Fee: The Impact of a Paywall on the Pattern and Effectiveness of Word-of-Mouth via Social Media , 2016, MIS Q..

[20]  Benjamin K. Johnson,et al.  (Don’t) Tell Me How It Ends: Spoilers, Enjoyment, and Involvement in Television and Film , 2018 .

[21]  Sune Lehmann,et al.  Accelerating dynamics of collective attention , 2019, Nature Communications.

[22]  Cameron Anderson,et al.  Is the desire for status a fundamental human motive? A review of the empirical literature. , 2015, Psychological bulletin.

[23]  Gang Wang,et al.  Pay-per-Question: Towards Targeted Q&A with Payments , 2018, GROUP.

[24]  Leslie K. John,et al.  Does “Liking” Lead to Loving? The Impact of Joining a Brand's Social Network on Marketing Outcomes , 2017 .

[25]  Yili Hong,et al.  Spillover Effects of Financial Incentives on Non-Incentivized User Engagement: Evidence from an Online Knowledge Exchange Platform , 2018, J. Manag. Inf. Syst..

[26]  Liangfei Qiu,et al.  When a Doctor Knows, It Shows: An Empirical Analysis of Doctors' Responses in a Q&A Forum of an Online Healthcare Portal , 2019, Inf. Syst. Res..

[27]  Teck-Hua Ho,et al.  Knowledge Market Design: A Field Experiment at Google Answers , 2010 .

[28]  B. Lev Intangibles: Management, Measurement, and Reporting , 2001 .

[29]  Ashish Kumar Jha,et al.  Social Influence on Future Review Sentiments: An Appraisal-Theoretic View , 2019, J. Manag. Inf. Syst..

[30]  Elliot Rabinovich,et al.  Diffusion on Social Media Platforms: A Point Process Model for Interaction among Similar Content , 2019, J. Manag. Inf. Syst..

[31]  Anindya Ghose,et al.  Internet Exchanges for Used Goods: An Empirical Analysis of Trade Patterns and Adverse Selection , 2008, MIS Q..

[32]  Theodoros Lappas,et al.  The Importance of Interactions Between Content Characteristics and Creator Characteristics for Studying Virality in Social Media , 2020, Inf. Syst. Res..

[33]  W. Greene,et al.  计量经济分析 = Econometric analysis , 2009 .

[34]  Bernard J. Jansen,et al.  Questioner or question: Predicting the response rate in social question and answering on Sina Weibo , 2018, Inf. Process. Manag..

[35]  D. Hoffman,et al.  Can You Measure the ROI of Your Social Media Marketing , 2010 .

[36]  Brian L. Connelly,et al.  Better Together? Signaling Interactions in New Venture Pursuit of Initial External Capital , 2016 .

[37]  E. Rabinovich,et al.  The Growth of Follower Networks on Social Media Platforms for Humanitarian Operations , 2020, Production and Operations Management.

[38]  Albert-László Barabási,et al.  The universal decay of collective memory and attention , 2018, Nature Human Behaviour.

[39]  Gal Oestreicher-Singer,et al.  Content or Community? A Digital Business Strategy for Content Providers in the Social Age , 2013, MIS Q..

[40]  Preben Hansen,et al.  Exploring askers' switching from free to paid social Q&A services: A perspective on the push-pull-mooring framework , 2021, Inf. Process. Manag..

[41]  C KaneGerald,et al.  Network Characteristics and the Value of Collaborative User-Generated Content , 2012 .

[42]  Sinan Aral,et al.  Digital Paywall Design: Implications for Content Demand & Subscriptions , 2020, Manag. Sci..

[43]  T. S. Raghu,et al.  Harnessing Artificial Intelligence to Improve the Quality of Answers in Online Question-answering Health Forums , 2020, J. Manag. Inf. Syst..

[44]  Shivendu Shivendu,et al.  The Impact of Digitization on Content Markets: Prices, Profit, and Social Welfare , 2019, MIS Q..

[45]  Katherine L. Milkman,et al.  What Makes Online Content Viral? , 2012 .

[46]  Cary Deck,et al.  The Effect of Cognitive Load on Economic Decision Making , 2015 .

[47]  Brian L. Connelly,et al.  Signalling Theory and Equilibrium in Strategic Management Research: An Assessment and a Research Agenda , 2014 .

[48]  Marc Bourreau,et al.  Pricing information goods: free vs. pay content , 2007 .

[49]  David C. Yen,et al.  Celebrity Endorsement and Impulsive Buying Intentions in Social Commerce - The Case of Instagram in Indonesia: Celebrity Endorsement , 2020, J. Electron. Commer. Organ..

[50]  Hock-Hai Teo,et al.  Comparing Potential and Actual Innovators: An Empirical Study of Mobile Data Services Innovation , 2015, MIS Q..

[51]  M. Spence Signaling in Retrospect and the Informational Structure of Markets , 2002 .

[52]  Thomas Hess,et al.  It Is Not Just About Competition with “Free”: Differences Between Content Formats in Consumer Preferences and Willingness to Pay , 2015, J. Manag. Inf. Syst..

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

[54]  Hila Becker,et al.  Hip and trendy: Characterizing emerging trends on Twitter , 2011, J. Assoc. Inf. Sci. Technol..

[55]  Cecil Eng Huang Chua,et al.  Enhancing mobile data services performance via online reviews , 2017, Information Systems Frontiers.

[56]  Brian L. Connelly,et al.  Signaling Theory: A Review and Assessment , 2011 .

[57]  Qinghua Zhu,et al.  From free to fee: Exploring the factors that influence the askers' switching behavior on online Q&A platforms , 2019, ASIST.

[58]  Rebecca Walker Naylor,et al.  Beyond the “Like” Button: The Impact of Mere Virtual Presence on Brand Evaluations and Purchase Intentions in Social Media Settings , 2012 .

[59]  Jeffrey M. Woodbridge Econometric Analysis of Cross Section and Panel Data , 2002 .

[60]  Patrick Y. K. Chau,et al.  Who Do You Think You Are? Common and Differential Effects of Social Self-Identity on Social Media Usage , 2017, J. Manag. Inf. Syst..

[61]  Christian Peukert,et al.  Video Killed the Radio Star? Online Music Videos and Recorded Music Sales , 2019, Inf. Syst. Res..

[62]  Ke Xu,et al.  Who creates trends in online social media: The crowd or opinion leaders? , 2014, J. Comput. Mediat. Commun..

[63]  Thomas A. Daniel,et al.  Spoilers Affect the Enjoyment of Television Episodes but Not Short Stories , 2018, Psychological reports.

[64]  Erik Brynjolfsson,et al.  Digital Capital and Superstar Firms , 2020, SSRN Electronic Journal.

[65]  Xiao Ma,et al.  Understanding Members’ Active Participation in Online Question-and-Answer Communities: A Theory and Empirical Analysis , 2015, J. Manag. Inf. Syst..

[66]  Hua Ye,et al.  Value Cocreation for Service Innovation: Examining the Relationships between Service Innovativeness, Customer Participation, and Mobile App Performance , 2020, J. Assoc. Inf. Syst..

[67]  Jie Tang,et al.  Who will follow you back?: reciprocal relationship prediction , 2011, CIKM '11.

[68]  Yong Tan,et al.  Investor Platform Choice: Herding, Platform Attributes, and Regulations , 2018, J. Manag. Inf. Syst..

[69]  Marilynn B. Brewer,et al.  The Many Faces of SocialIdentity: Implications for Political Psychology , 2001 .

[70]  Liangfei Qiu,et al.  Understanding Voluntary Knowledge Provision and Content Contribution Through a Social-Media-Based Prediction Market: A Field Experiment , 2017, Inf. Syst. Res..

[71]  Feng Zhu,et al.  Ad Revenue and Content Commercialization: Evidence from Blogs ∗ , 2011 .

[72]  Karim R. Lakhani,et al.  Special Section Introduction - Online Community as Space for Knowledge Flows , 2016, Inf. Syst. Res..

[73]  Bin Fang,et al.  What drives the sales of paid knowledge products? A two-phase approach , 2020, Inf. Manag..

[74]  Mingli Zhang,et al.  What drives online course sales? Signaling effects of user-generated information in the paid knowledge market , 2020 .

[75]  Atreyi Kankanhalli,et al.  Examining Gifting Through Social Network Services: A Social Exchange Theory Perspective , 2018, Inf. Syst. Res..

[76]  Gérard P. Cachon A Research Framework for Business Models: What Is Common Among Fast Fashion, E-Tailing, and Ride Sharing? , 2018, Manag. Sci..

[77]  J. C. Johnston,et al.  Attention and performance. , 2001, Annual review of psychology.

[78]  C. Coulton,et al.  Interaction Effects in Multiple Regression , 1993 .

[79]  R. Lund Identification and Inference for Econometric Models: Essays in Honor of Thomas Rothenberg , 2006 .

[80]  Robert J. Kauffman,et al.  Content Sampling, Household Informedness, and the Consumption of Digital Information Goods , 2018, J. Manag. Inf. Syst..

[81]  Yili Hong,et al.  Stimulating Online Reviews by Combining Financial Incentives and Social Norms , 2016, Manag. Sci..

[82]  J. Hausman Specification tests in econometrics , 1978 .

[83]  Yunjie Calvin Xu,et al.  Relevance judgments of mobile commercial information , 2014, J. Assoc. Inf. Sci. Technol..

[84]  What's the Value of a Like? , 2017 .

[85]  Preben Hansen,et al.  Factors that affect asker's pay intention in trilateral payment‐based social Q&A platforms: From a benefit and cost perspective , 2020, J. Assoc. Inf. Sci. Technol..