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Inside the engine room of digital platforms: Reviews, ratings, and recommendations

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  • Paul Belleflamme

  • Martin Peitz

Abstract

The rise and success of digital platforms (such as Airbnb, Amazon, Booking, Expedia, Ebay, and Uber) rely, to a large extent, on their ability to address two major issues. First, to effectively facilitate transactions, platforms need to resolve the problem of trust in the implicit or explicit promises made by the counterparties; they post reviews and ratings to pursue this objective. Second, as platforms operate in marketplaces where information is abundant, they may guide their users towards the transactions that these users may have an interest in; recommender systems are meant to play this role. In this article, we elaborate on review, rating, and recommender systems. In particular, we examine how these systems generate network effects on platforms.

Suggested Citation

  • Paul Belleflamme & Martin Peitz, 2018. "Inside the engine room of digital platforms: Reviews, ratings, and recommendations," CRC TR 224 Discussion Paper Series crctr224_2018_004, University of Bonn and University of Mannheim, Germany.
  • Handle: RePEc:bon:boncrc:crctr224_2018_004
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    File URL: https://www.crctr224.de/research/discussion-papers/archive/dp004
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    Cited by:

    1. 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.
    2. Gaenssle, Sophia & Budzinski, Oliver, 2019. "Stars in social media: New light through old windows?," Ilmenau Economics Discussion Papers 123, Ilmenau University of Technology, Institute of Economics.
    3. A. Douglas Melamed & Nicolas Petit, 2019. "The Misguided Assault on the Consumer Welfare Standard in the Age of Platform Markets," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 54(4), pages 741-774, June.
    4. 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.
    5. Budzinski, Oliver & Gruésevaja, Marina & Noskova, Victoriia, 2020. "The economics of the German investigation of Facebook's data collection," Ilmenau Economics Discussion Papers 139, Ilmenau University of Technology, Institute of Economics.
    6. Yassine Lefouili & Leonardo Madio, 2022. "The economics of platform liability," European Journal of Law and Economics, Springer, vol. 53(3), pages 319-351, June.
    7. Motta, Massimo & Peitz, Martin, 2021. "Big tech mergers," Information Economics and Policy, Elsevier, vol. 54(C).
    8. Gary Bolton & Kevin Breuer & Ben Greiner & Axel Ockenfels, 2023. "Fixing feedback revision rules in online markets," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 32(2), pages 247-256, April.
    9. Yasui, Yuta, 2021. "Controlling Fake Reviews," MPRA Paper 108177, University Library of Munich, Germany.
    10. 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.
    11. Gala, Kaushik & Schwab, Andreas & Mueller, Brandon A., 2024. "Star entrepreneurs on digital platforms: Heavy-tailed performance distributions and their generative mechanisms," Journal of Business Venturing, Elsevier, vol. 39(1).
    12. Gala, Kaushik, 2024. "Digital Davids, global Goliaths, and the Web3 sling," Business Horizons, Elsevier, vol. 67(1), pages 5-17.
    13. Yunke Mai & Bin Hu & Saša Pekeč, 2023. "Courteous or Crude? Managing User Conduct to Improve On-Demand Service Platform Performance," Management Science, INFORMS, vol. 69(2), pages 996-1016, February.
    14. Jesper Akesson & Robert Hahn & Robert Metcalfe & Manuel Monti-Nussbaum, 2025. "The Impact of Fake Reviews on Demand and Welfare," Framed Field Experiments 00821, The Field Experiments Website.
    15. 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).

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    Keywords

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    JEL classification:

    • L15 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Information and Product Quality
    • L81 - Industrial Organization - - Industry Studies: Services - - - Retail and Wholesale Trade; e-Commerce
    • L86 - Industrial Organization - - Industry Studies: Services - - - Information and Internet Services; Computer Software
    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • D85 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Network Formation

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