IDEAS home Printed from https://ideas.repec.org/a/bla/jemstr/v31y2022i1p25-47.html
   My bibliography  Save this article

Streaming platform and strategic recommendation bias

Author

Listed:
  • Marc Bourreau
  • Germain Gaudin

Abstract

We consider a platform that carries content from two upstream content providers and presents personalized recommendations to participating customers. We focus on streaming platforms in media markets, where users pay a subscription fee to join the platform but no usage fee, and consume a mix of content originating from each provider. We characterize the bias in the user‐specific recommendations offered by the platform when one content provider charges lower royalties than the other. We establish that if consumers are sufficiently insensitive to bias, the recommendation system allows the platform to credibly threaten upstream providers to steer consumers away from their content, which reduces their market power. We also investigate the effects of vertical integration by the platform and show the robustness of our results to nonlinear (personalized) streaming services.

Suggested Citation

  • Marc Bourreau & Germain Gaudin, 2022. "Streaming platform and strategic recommendation bias," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 31(1), pages 25-47, February.
  • Handle: RePEc:bla:jemstr:v:31:y:2022:i:1:p:25-47
    DOI: 10.1111/jems.12452
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/jems.12452
    Download Restriction: no

    File URL: https://libkey.io/10.1111/jems.12452?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hannes Datta & George Knox & Bart J. Bronnenberg, 2018. "Changing Their Tune: How Consumers’ Adoption of Online Streaming Affects Music Consumption and Discovery," Marketing Science, INFORMS, vol. 37(1), pages 5-21, January.
    2. Raskovich, Alexander, 2007. "Retail buyer power through steering," Economics Letters, Elsevier, vol. 96(2), pages 221-225, August.
    3. Alexandre de Cornière & Greg Taylor, 2019. "A model of biased intermediation," RAND Journal of Economics, RAND Corporation, vol. 50(4), pages 854-882, December.
    4. Burguet, Roberto & Caminal, Ramon & Ellman, Matthew, 2015. "In Google we trust?," International Journal of Industrial Organization, Elsevier, vol. 39(C), pages 44-55.
    5. Alexandre Cornière & Greg Taylor, 2014. "Integration and search engine bias," RAND Journal of Economics, RAND Corporation, vol. 45(3), pages 576-597, September.
    6. Daniel Fleder & Kartik Hosanagar, 2009. "Blockbuster Culture's Next Rise or Fall: The Impact of Recommender Systems on Sales Diversity," Management Science, INFORMS, vol. 55(5), pages 697-712, May.
    7. David Bardey & Denis Gromb & David Martimort & Jérôme Pouyet, 2020. "Controlling Sellers Who Provide Advice: Regulation and Competition," Journal of Industrial Economics, Wiley Blackwell, vol. 68(3), pages 409-444, September.
    8. Luis Aguiar & Joel Waldfogel, 2018. "Platforms, Promotion, and Product Discovery: Evidence from Spotify Playlists," NBER Working Papers 24713, National Bureau of Economic Research, Inc.
    9. Hagiu, Andrei & Jullien, Bruno, 2014. "Search diversion and platform competition," International Journal of Industrial Organization, Elsevier, vol. 33(C), pages 48-60.
    10. Doh-Shin Jeon & Domenico Menicucci, 2012. "Bundling and Competition for Slots," American Economic Review, American Economic Association, vol. 102(5), pages 1957-1985, August.
    11. Anderson, S. P. & Neven, D. J., 1989. "Market efficiency with combinable products," European Economic Review, Elsevier, vol. 33(4), pages 707-719, April.
    12. Paul BELLEFLAMME, 2016. "The economics of digital goods: a progress report," LIDAM Reprints CORE 2819, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    13. Jean J. Gabszewicz & Didier Laussel & Nathalie Sonnac, 2004. "Programming and Advertising Competition in the Broadcasting Industry," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 13(4), pages 657-669, December.
    14. Ramon Casadesus‐Masanell & Hanna Hałaburda, 2014. "When Does a Platform Create Value by Limiting Choice?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 23(2), pages 259-293, June.
    15. Erik Brynjolfsson & Yu (Jeffrey) Hu & Duncan Simester, 2011. "Goodbye Pareto Principle, Hello Long Tail: The Effect of Search Costs on the Concentration of Product Sales," Management Science, INFORMS, vol. 57(8), pages 1373-1386, August.
    16. Tuck Siong Chung & Roland T. Rust & Michel Wedel, 2009. "My Mobile Music: An Adaptive Personalization System for Digital Audio Players," Marketing Science, INFORMS, vol. 28(1), pages 52-68, 01-02.
    17. Mark Armstrong & Jidong Zhou, 2011. "Paying for Prominence," Economic Journal, Royal Economic Society, vol. 121(556), pages 368-395, November.
    18. Matthias Hunold & Johannes Muthers, 2017. "Resale price maintenance and manufacturer competition for retail services," RAND Journal of Economics, RAND Corporation, vol. 48(1), pages 3-23, March.
    19. Kfir Eliaz & Ran Spiegler, 2011. "A Simple Model of Search Engine Pricing," Economic Journal, Royal Economic Society, vol. 121(556), pages 329-339, November.
    20. Tyner, Wally & Adams, John, 1976. "Rural Electrification In India: Biogas Versus Large Scale Power," 1976 Annual Meeting, August 15-18, State College, Pennsylvania 283822, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    21. R. Preston McAfee & John McMillan & Michael D. Whinston, 1989. "Multiproduct Monopoly, Commodity Bundling, and Correlation of Values," The Quarterly Journal of Economics, Oxford University Press, vol. 104(2), pages 371-383.
    22. J. Yannis Bakos, 1997. "Reducing Buyer Search Costs: Implications for Electronic Marketplaces," Management Science, INFORMS, vol. 43(12), pages 1676-1692, December.
    23. Roman Inderst & Marco Ottaviani, 2012. "Competition through Commissions and Kickbacks," American Economic Review, American Economic Association, vol. 102(2), pages 780-809, April.
    24. Thomes, Tim Paul, 2013. "An economic analysis of online streaming music services," Information Economics and Policy, Elsevier, vol. 25(2), pages 81-91.
    25. Andrei Hagiu & Bruno Jullien, 2011. "Why do intermediaries divert search?," RAND Journal of Economics, RAND Corporation, vol. 42(2), pages 337-362, June.
    26. William James Adams & Janet L. Yellen, 1976. "Commodity Bundling and the Burden of Monopoly," The Quarterly Journal of Economics, Oxford University Press, vol. 90(3), pages 475-498.
    27. Fernando Luco & Guillermo Marshall, 2020. "The Competitive Impact of Vertical Integration by Multiproduct Firms," American Economic Review, American Economic Association, vol. 110(7), pages 2041-2064, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Frédéric Marty, 2021. "Competition and Regulatory Challenges in Digital Markets: How to Tackle the Issue of Self-Preferencing?," Working Papers halshs-03227392, HAL.
    2. Joan Calzada & Nestor Duch-Brown & Ricard Gil, 2021. "Do search engines increase concentration in media markets?," UB School of Economics Working Papers 2021/415, University of Barcelona School of Economics.
    3. Budzinski, Oliver & Feddersen, Arne & Kunz-Kaltenhäuser, Philipp, 2023. "Zwischen Wettbewerbsorganisation und Wettbewerbsverzerrungen - Regelsetzungen durch europäische Fußballverbände," Ilmenau Economics Discussion Papers 174, Ilmenau University of Technology, Institute of Economics.
    4. Budzinski, Oliver & Gänßle, Sophia & Lindstädt-Dreusicke, Nadine, 2021. "Wettbewerb und Antitrust in Unterhaltungsmärkten," Ilmenau Economics Discussion Papers 147, Ilmenau University of Technology, Institute of Economics.
    5. Noskova, Victoriia, 2021. "Voice assistants as gatekeepers for consumption? How information intermediaries shape competition," Ilmenau Economics Discussion Papers 161, Ilmenau University of Technology, Institute of Economics.
    6. Knox, George & Datta, Hannes, 2020. "Streaming Services and the Homogenization of Music Consumption," Other publications TiSEM 0e4d6202-dcc5-4834-ba93-a, Tilburg University, School of Economics and Management.
    7. Guy Aridor & Duarte Goncalves & Daniel Kluver & Ruoyan Kong & Joseph Konstan, 2022. "The Economics of Recommender Systems: Evidence from a Field Experiment on MovieLens," Papers 2211.14219, arXiv.org.
    8. Budzinski, Oliver, 2021. "Wettbewerbsordnung und digitale Medienmärkte," Ilmenau Economics Discussion Papers 153, Ilmenau University of Technology, Institute of Economics.
    9. Robert Donnelly & Ayush Kanodia & Ilya Morozov, 2024. "Welfare Effects of Personalized Rankings," Marketing Science, INFORMS, vol. 43(1), pages 92-113, January.
    10. Aguiar, Luis & Waldfogel, Joel & Waldfogel, Sarah, 2021. "Playlisting favorites: Measuring platform bias in the music industry," International Journal of Industrial Organization, Elsevier, vol. 78(C).
    11. Martin Peitz, 2023. "Governance and Regulation of Platforms," CRC TR 224 Discussion Paper Series crctr224_2023_480, University of Bonn and University of Mannheim, Germany.
    12. Matthias Hunold & Ulrich Laitenberger & Guillaume Thébaudin, 2022. "Bye-box: An Analysis of Non-Promotion on the Amazon Marketplace 03.06.2022," Working Papers hal-04104183, HAL.
    13. Hui Song, 2021. "Prominence of store-brand products in an electronic platform," Journal of Economics, Springer, vol. 133(1), pages 47-83, June.
    14. Luis Aguiar & Joel Waldfogel, 2021. "Platforms, Power, and Promotion: Evidence from Spotify Playlists," Journal of Industrial Economics, Wiley Blackwell, vol. 69(3), pages 653-691, September.
    15. Tin Cheuk Leung & Koleman Strumpf, 2024. "Disentangling Demand and Supply of Media Bias: The Case of Newspaper Homepages," CESifo Working Paper Series 10890, CESifo.
    16. Aridor, Guy & Gonçalves, Duarte, 2022. "Recommenders’ originals: The welfare effects of the dual role of platforms as producers and recommender systems," International Journal of Industrial Organization, Elsevier, vol. 83(C).
    17. Budzinski, Oliver, 2021. "Europäische Regulierung digitaler Dienste: Eine kritische Würdigung der Entwürfe DMA & DSA aus medienökonomischer Perspektive," Ilmenau Economics Discussion Papers 158, Ilmenau University of Technology, Institute of Economics.
    18. Gambato, Jacopo & Sandrini, Luca, 2023. "Not as good as it used to be: Do streaming platforms penalize quality?," ZEW Discussion Papers 23-032, ZEW - Leibniz Centre for European Economic Research.
    19. Budzinski, Oliver & Feddersen, Arne, 2022. "Should organizing premier-level European football be a monopoly? And who should run it? - An economists' perspective," Ilmenau Economics Discussion Papers 166, Ilmenau University of Technology, Institute of Economics.
    20. Calvano, Emilio & Polo, Michele, 2021. "Market power, competition and innovation in digital markets: A survey," Information Economics and Policy, Elsevier, vol. 54(C).
    21. Budzinski, Oliver & Gänßle, Sophia & Lindstädt-Dreusicke, Nadine, 2021. "Data (r)evolution - The economics of algorithmic search and recommender services," Ilmenau Economics Discussion Papers 148, Ilmenau University of Technology, Institute of Economics.

    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. Morgane Cure & Matthias Hunold & Reinhold Kesler & Ulrich Laitenberger & Thomas Larrieu, 2022. "Vertical integration of platforms and product prominence," Quantitative Marketing and Economics (QME), Springer, vol. 20(4), pages 353-395, December.
    2. Yangguang Huang, 2021. "Search Algorithm and Sales on Online Platforms: Evidence from Food Delivery Platforms," HKUST CEP Working Papers Series 202101, HKUST Center for Economic Policy.
    3. Huang, Yangguang & Xie, Yu, 2023. "Search algorithm, repetitive information, and sales on online platforms," International Journal of Industrial Organization, Elsevier, vol. 88(C).
    4. Gambato, Jacopo & Sandrini, Luca, 2023. "Not as good as it used to be: Do streaming platforms penalize quality?," ZEW Discussion Papers 23-032, ZEW - Leibniz Centre for European Economic Research.
    5. Aridor, Guy & Gonçalves, Duarte, 2022. "Recommenders’ originals: The welfare effects of the dual role of platforms as producers and recommender systems," International Journal of Industrial Organization, Elsevier, vol. 83(C).
    6. Matthias Hunold & Reinhold Kesler & Ulrich Laitenberger, 2020. "Rankings of Online Travel Agents, Channel Pricing, and Consumer Protection," Marketing Science, INFORMS, vol. 39(1), pages 92-116, January.
    7. Burguet, Roberto & Caminal, Ramon & Ellman, Matthew, 2015. "In Google we trust?," International Journal of Industrial Organization, Elsevier, vol. 39(C), pages 44-55.
    8. Jan Krämer, & Daniel Schnurr,, 2018. "Is there a need for platform neutrality regulation in the EU?," Telecommunications Policy, Elsevier, vol. 42(7), pages 514-529.
    9. Paul Belleflamme & Martin Peitz, 2018. "Inside the Engine Room of Digital Platforms: Reviews, Ratings, and Recommendations," Working Papers halshs-01714549, HAL.
    10. Shen, Bo & Wright, Julian, 2019. "Why (don’t) firms free ride on an intermediary’s advice?," International Journal of Industrial Organization, Elsevier, vol. 64(C), pages 27-54.
    11. Hui Song, 2021. "Prominence of store-brand products in an electronic platform," Journal of Economics, Springer, vol. 133(1), pages 47-83, June.
    12. Steffen, Nico & Wiewiorra, Lukas & Kroon, Peter, 2021. "Wettbewerb und Regulierung in der Plattform- und Datenökonomie," WIK Discussion Papers 481, WIK Wissenschaftliches Institut für Infrastruktur und Kommunikationsdienste GmbH.
    13. Bonatti, Alessandro & Bergemann, Dirk, 2022. "Data, Competition, and Digital Platforms," CEPR Discussion Papers 17544, C.E.P.R. Discussion Papers.
    14. Fei Long & Kinshuk Jerath & Miklos Sarvary, 2022. "Designing an Online Retail Marketplace: Leveraging Information from Sponsored Advertising," Marketing Science, INFORMS, vol. 41(1), pages 115-138, January.
    15. Alaoui, Larbi & Germano, Fabrizio, 2020. "Time scarcity and the market for news," Journal of Economic Behavior & Organization, Elsevier, vol. 174(C), pages 173-195.
    16. Budzinski, Oliver & Gänßle, Sophia & Lindstädt-Dreusicke, Nadine, 2021. "Data (r)evolution - The economics of algorithmic search and recommender services," Ilmenau Economics Discussion Papers 148, Ilmenau University of Technology, Institute of Economics.
    17. Matthias Hunold & Ulrich Laitenberger & Guillaume Thébaudin, 2022. "Bye-box: An Analysis of Non-Promotion on the Amazon Marketplace 03.06.2022," Working Papers hal-04104183, HAL.
    18. Andrew Rhodes & Makoto Watanabe & Jidong Zhou, 2021. "Multiproduct Intermediaries," Journal of Political Economy, University of Chicago Press, vol. 129(2), pages 421-464.
    19. Guy Aridor & Duarte Goncalves & Daniel Kluver & Ruoyan Kong & Joseph Konstan, 2022. "The Economics of Recommender Systems: Evidence from a Field Experiment on MovieLens," Papers 2211.14219, arXiv.org.
    20. Martin Peitz, 2023. "Governance and Regulation of Platforms," CRC TR 224 Discussion Paper Series crctr224_2023_480, University of Bonn and University of Mannheim, Germany.

    More about this item

    JEL classification:

    • D40 - Microeconomics - - Market Structure, Pricing, and Design - - - General
    • L10 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - General
    • L50 - Industrial Organization - - Regulation and Industrial Policy - - - General

    Statistics

    Access and download statistics

    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:bla:jemstr:v:31:y:2022:i:1:p:25-47. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.kellogg.northwestern.edu/research/journals/JEMS/ .

    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.