IDEAS home Printed from https://ideas.repec.org/a/inm/ormnsc/v59y2013i10p2314-2331.html
   My bibliography  Save this article

Ad Revenue and Content Commercialization: Evidence from Blogs

Author

Listed:
  • Monic Sun

    (Graduate School of Business, Stanford University, Stanford, California 94305; and University of Southern California, Los Angeles, California 90089)

  • Feng Zhu

    (Marshall School of Business, University of Southern California, Los Angeles, California 90089)

Abstract

Many scholars argue that when incentivized by ad revenue, content providers are more likely to tailor their content to attract “eyeballs,” and as a result, popular content may be excessively supplied. We empirically test this prediction by taking advantage of the launch of an ad-revenue-sharing program initiated by a major Chinese portal site in September 2007. Participating bloggers allow the site to run ads on their blogs and receive 50% of the revenue generated by these ads. After analyzing 4.4 million blog posts, we find that, relative to nonparticipants, popular content increases by about 13 percentage points on participants' blogs after the program takes effect. About 50% of this increase can be attributed to topics shifting toward three domains: the stock market, salacious content, and celebrities. Meanwhile, relative to nonparticipants, participants' content quality increases after the program takes effect. We also find that the program effects are more pronounced for participants with moderately popular blogs, and seem to persist after participants enroll in the program. This paper was accepted by Pradeep Chintagunta, marketing.

Suggested Citation

  • Monic Sun & Feng Zhu, 2013. "Ad Revenue and Content Commercialization: Evidence from Blogs," Management Science, INFORMS, vol. 59(10), pages 2314-2331, October.
  • Handle: RePEc:inm:ormnsc:v:59:y:2013:i:10:p:2314-2331
    DOI: 10.1287/mnsc.1120.1704
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/mnsc.1120.1704
    Download Restriction: no

    File URL: https://libkey.io/10.1287/mnsc.1120.1704?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Monic Sun, 2011. "Disclosing Multiple Product Attributes," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 20(1), pages 195-224, March.
    2. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    3. Constance Elise Porter & Naveen Donthu, 2008. "Cultivating Trust and Harvesting Value in Virtual Communities," Management Science, INFORMS, vol. 54(1), pages 113-128, January.
    4. Yi Xiang & Miklos Sarvary, 2007. "News Consumption and Media Bias," Marketing Science, INFORMS, vol. 26(5), pages 611-628, 09-10.
    5. Esther Gal‐Or & Anthony Dukes, 2003. "Minimum Differentiation in Commercial Media Markets," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 12(3), pages 291-325, September.
    6. Jack H. Beebe, 1977. "Institutional Structure and Program Choices in Television Markets," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 91(1), pages 15-37.
    7. Kenneth C. Wilbur, 2008. "A Two-Sided, Empirical Model of Television Advertising and Viewing Markets," Marketing Science, INFORMS, vol. 27(3), pages 356-378, 05-06.
    8. Cindy Price, 2003. "Interfering Owners or Meddling Advertisers: How Network Television News Correspondents Feel About Ownership and Advertiser Influence on News Stories," Journal of Media Economics, Taylor & Francis Journals, vol. 16(3), pages 175-188.
    9. Anderson, Simon P. & Gabszewicz, Jean J., 2006. "The Media and Advertising: A Tale of Two-Sided Markets," Handbook of the Economics of Art and Culture, in: V.A. Ginsburgh & D. Throsby (ed.), Handbook of the Economics of Art and Culture, edition 1, volume 1, chapter 18, pages 567-614, Elsevier.
    10. Jean J. Gabszewicz & Didier Laussel & Nathalie Sonnac, 2006. "Competition In The Media And Advertising Markets," Manchester School, University of Manchester, vol. 74(1), pages 1-22, January.
    11. Matthew Gentzkow & Jesse M. Shapiro, 2006. "Media Bias and Reputation," Journal of Political Economy, University of Chicago Press, vol. 114(2), pages 280-316, April.
    12. Hans Jarle Kind & Tore Nilssen & Lars Sørgard, 2009. "Business Models for Media Firms: Does Competition Matter for How They Raise Revenue?," Marketing Science, INFORMS, vol. 28(6), pages 1112-1128, 11-12.
    13. DiPrete, Thomas A. & Gangl, Markus, 2004. "Assessing bias in the estimation of causal effects: Rosenbaum bounds on matching estimators and instrumental variables estimation with imperfect instruments," Discussion Papers, Research Unit: Labor Market Policy and Employment SP I 2004-101, WZB Berlin Social Science Center.
    14. Victor Ginsburgh & David Throsby, 2006. "Handbook of the economics of art and culture," ULB Institutional Repository 2013/1673, ULB -- Universite Libre de Bruxelles.
    15. Peitz, Martin & Valletti, Tommaso M., 2008. "Content and advertising in the media: Pay-tv versus free-to-air," International Journal of Industrial Organization, Elsevier, vol. 26(4), pages 949-965, July.
    16. Sendhil Mullainathan & Andrei Shleifer, 2005. "The Market for News," American Economic Review, American Economic Association, vol. 95(4), pages 1031-1053, September.
    17. Scott K. Shriver & Harikesh S. Nair & Reto Hofstetter, 2013. "Social Ties and User-Generated Content: Evidence from an Online Social Network," Management Science, INFORMS, vol. 59(6), pages 1425-1443, June.
    18. Ramon Casadesus-Masanell & Feng Zhu, 2010. "Strategies to Fight Ad-Sponsored Rivals," Management Science, INFORMS, vol. 56(9), pages 1484-1499, September.
    19. George, Lisa, 2007. "What's fit to print: The effect of ownership concentration on product variety in daily newspaper markets," Information Economics and Policy, Elsevier, vol. 19(3-4), pages 285-303, October.
    20. Catherine Tucker & Juanjuan Zhang, 2010. "Growing Two-Sided Networks by Advertising the User Base: A Field Experiment," Marketing Science, INFORMS, vol. 29(5), pages 805-814, 09-10.
    21. Matthew Gentzkow & Jesse M. Shapiro, 2010. "What Drives Media Slant? Evidence From U.S. Daily Newspapers," Econometrica, Econometric Society, vol. 78(1), pages 35-71, January.
    22. Avi Goldfarb, 2004. "Concentration in advertising-supported online markets: an empirical approach," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 13(6), pages 581-594.
    23. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    24. David Godes & Elie Ofek & Miklos Sarvary, 2009. "Content vs. Advertising: The Impact of Competition on Media Firm Strategy," Marketing Science, INFORMS, vol. 28(1), pages 20-35, 01-02.
    25. Steven T. Berry & Joel Waldfogel, 2001. "Do Mergers Increase Product Variety? Evidence from Radio Broadcasting," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(3), pages 1009-1025.
    26. Peter O. Steiner, 1952. "Program Patterns and Preferences, and the Workability of Competition in Radio Broadcasting," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 66(2), pages 194-223.
    27. Jonathan Reuter & Eric Zitzewitz, 2006. "Do Ads Influence Editors? Advertising and Bias in the Financial Media," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(1), pages 197-227.
    28. Frijters Paul & Velamuri Malathi, 2010. "Is the Internet Bad News? The Online News Era and the Market for High-Quality News," Review of Network Economics, De Gruyter, vol. 9(2), pages 1-33, June.
    29. Xiaoquan (Michael) Zhang & Juan Feng, 2011. "Cyclical Bid Adjustments in Search-Engine Advertising," Management Science, INFORMS, vol. 57(9), pages 1703-1719, February.
    30. De Liu & Jianqing Chen & Andrew B. Whinston, 2010. "Ex Ante Information and the Design of Keyword Auctions," Information Systems Research, INFORMS, vol. 21(1), pages 133-153, March.
    31. Monic Sun, 2012. "How Does the Variance of Product Ratings Matter?," Management Science, INFORMS, vol. 58(4), pages 696-707, April.
    32. Robert Seamans & Feng Zhu, 2014. "Responses to Entry in Multi-Sided Markets: The Impact of Craigslist on Local Newspapers," Management Science, INFORMS, vol. 60(2), pages 476-493, February.
    33. V.A. Ginsburgh & D. Throsby (ed.), 2006. "Handbook of the Economics of Art and Culture," Handbook of the Economics of Art and Culture, Elsevier, edition 1, volume 1, number 1, December.
    34. Hema Yoganarasimhan, 2012. "Impact of social network structure on content propagation: A study using YouTube data," Quantitative Marketing and Economics (QME), Springer, vol. 10(1), pages 111-150, March.
    35. Lisa M. George & Joel Waldfogel, 2006. "The New York Times and the Market for Local Newspapers," American Economic Review, American Economic Association, vol. 96(1), pages 435-447, March.
    36. Jianqing Chen & Ming Fan & Mingzhi Li, 2012. "Advertising versus Brokerage Model for Online Trading Platforms," Working Papers 12-12, NET Institute.
    37. Lorrie Faith Cranor & Shane Greenstein (ed.), 2002. "Communications Policy and Information Technology: Promises, Problems, Prospects," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262033003, April.
    38. Avi Goldfarb & Catherine Tucker, 2011. "Search Engine Advertising: Channel Substitution When Pricing Ads to Context," Management Science, INFORMS, vol. 57(3), pages 458-470, March.
    39. Sendhil Mullainathan & Andrei Shleifer, 2005. "The Market for News," American Economic Review, American Economic Association, vol. 95(4), pages 1031-1053, September.
    40. Lisa George & Joel Waldfogel, 2003. "Who Affects Whom in Daily Newspaper Markets?," Journal of Political Economy, University of Chicago Press, vol. 111(4), pages 765-784, August.
    41. Anindya Ghose & Sha Yang, 2009. "An Empirical Analysis of Search Engine Advertising: Sponsored Search in Electronic Markets," Management Science, INFORMS, vol. 55(10), pages 1605-1622, October.
    42. Dina Mayzlin & Hema Yoganarasimhan, 2012. "Link to Success: How Blogs Build an Audience by Promoting Rivals," Management Science, INFORMS, vol. 58(9), pages 1651-1668, September.
    43. Sanjeev Dewan & Jui Ramaprasad, 2012. "Research Note ---Music Blogging, Online Sampling, and the Long Tail," Information Systems Research, INFORMS, vol. 23(3-part-2), pages 1056-1067, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Monic Sun & Feng Zhu, 2011. "Ad Revenue and Content Commercialization: Evidence from Blogs," Working Papers 11-32, NET Institute.
    2. Robert Seamans & Feng Zhu, 2017. "Repositioning and Cost-Cutting: The Impact of Competition on Platform Strategies," Strategy Science, INFORMS, vol. 2(2), pages 83-99, June.
    3. Behringer, Stefan & Filistrucchi, Lapo, 2015. "Hotelling competition and political differentiation with more than two newspapers," Information Economics and Policy, Elsevier, vol. 30(C), pages 36-49.
    4. Robert Seamans & Feng Zhu, 2014. "Responses to Entry in Multi-Sided Markets: The Impact of Craigslist on Local Newspapers," Management Science, INFORMS, vol. 60(2), pages 476-493, February.
    5. Marco Antonielli & Lapo Filistrucchi, 2011. "Collusion and the political differentiation of newspapers," Working Papers 11-26, NET Institute, revised Nov 2011.
    6. Germano, Fabrizio & Meier, Martin, 2013. "Concentration and self-censorship in commercial media," Journal of Public Economics, Elsevier, vol. 97(C), pages 117-130.
    7. repec:spo:wpmain:info:hdl:2441/16juu6v6rg8rq8nl0u1grb4jm6 is not listed on IDEAS
    8. Charles Angelucci & Julia Cagé & Michael Sinkinson, 2024. "Media Competition and News Diets," American Economic Journal: Microeconomics, American Economic Association, vol. 16(2), pages 62-102, May.
    9. Julia Cagé, 2014. "Media Competition, Information Provision and Political Participation," SciencePo Working papers hal-03602440, HAL.
    10. Simon P. Anderson & Øystein Foros & Hans Jarle Kind, 2018. "Competition for Advertisers and for Viewers in Media Markets," Economic Journal, Royal Economic Society, vol. 128(608), pages 34-54, February.
    11. Charles Angelucci & Julia Cage & Michael Sinkinson, 2020. "Media Competition and News Diets," SciencePo Working papers hal-03393063, HAL.
    12. Julia Cagé, 2014. "Media Competition, Information Provision and Political Participation," SciencePo Working papers Main hal-03602440, HAL.
    13. Dewenter, Ralf & Heimeshoff, Ulrich, 2015. "More ads more revs: A note on media bias in review likelihood," Economic Modelling, Elsevier, vol. 44(C), pages 156-161.
    14. Garcia Pires, Armando J., 2014. "Media diversity, advertising, and adaptation of news to readers’ political preferences," Information Economics and Policy, Elsevier, vol. 28(C), pages 28-38.
    15. repec:hal:spmain:info:hdl:2441/16juu6v6rg8rq8nl0u1grb4jm6 is not listed on IDEAS
    16. repec:spo:wpmain:info:hdl:2441/4ec86lkes59hv9tfv77ld1p5fr is not listed on IDEAS
    17. Charles Angelucci & Julia Cage & Michael Sinkinson, 2020. "Media Competition and News Diets," SciencePo Working papers Main hal-03393063, HAL.
    18. Kerkhof, Anna, 2019. "Advertising and Content Differentiation: Evidence from YouTube," VfS Annual Conference 2019 (Leipzig): 30 Years after the Fall of the Berlin Wall - Democracy and Market Economy 204468, Verein für Socialpolitik / German Economic Association.
    19. repec:hal:spmain:info:hdl:2441/4ec86lkes59hv9tfv77ld1p5fr is not listed on IDEAS
    20. Attila Ambrus & Emilio Calvano & Markus Reisinger, 2016. "Either or Both Competition: A "Two-Sided" Theory of Advertising with Overlapping Viewerships," American Economic Journal: Microeconomics, American Economic Association, vol. 8(3), pages 189-222, August.
    21. Ascensión Andina Díaz, 2011. "Mass Media in Economics: Origins and Subsequent Contributions," Working Papers 2011-02, Universidad de Málaga, Department of Economic Theory, Málaga Economic Theory Research Center.
    22. Torben Stühmeier, 2019. "Media market concentration and pluralism," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 28(2), pages 247-259, April.
    23. Rafael Di Tella & Ignacio Franceschelli, 2011. "Government Advertising and Media Coverage of Corruption Scandals," American Economic Journal: Applied Economics, American Economic Association, vol. 3(4), pages 119-151, October.
    24. Blasco, Andrea & Sobbrio, Francesco, 2012. "Competition and commercial media bias," Telecommunications Policy, Elsevier, vol. 36(5), pages 434-447.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:inm:ormnsc:v:59:y:2013:i:10:p:2314-2331. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.