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Pricing Algorithms Out of the Box: A Study of the Repricing Industry

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  • Giacomo Calzolari
  • Philip Hanspach

Abstract

Businesses, including sellers on online marketplaces, are increasingly adopting repricing algorithms, which autonomously set prices. Despite concerns about potential consequences such as inflated prices in online marketplaces, there is a notable lack of research focusing on the supply-side dynamics of the repricing industry. This study is the first to address this gap by systematically documenting and classifying repricers, ranging from basic fixed-rule algorithms to sophisticated self-learning AI algorithms. We analyze product features, fees, and associated services based on suppliers’ descriptions. Although the analysis is descriptive, we offer a first broad overview of this new industry, potentially affecting millions of consumers in online marketplaces. Our focus is on describing the technical features and claims of these products and where they are relevant for economic analysis in academic research and policy.

Suggested Citation

  • Giacomo Calzolari & Philip Hanspach, 2025. "Pricing Algorithms Out of the Box: A Study of the Repricing Industry," Journal of Competition Law and Economics, Oxford University Press, vol. 21(2), pages 163-187.
  • Handle: RePEc:oup:jcomle:v:21:y:2025:i:2:p:163-187.
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    File URL: http://hdl.handle.net/10.1093/joclec/nhaf003
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    More about this item

    JEL classification:

    • D21 - Microeconomics - - Production and Organizations - - - Firm Behavior: Theory
    • D43 - Microeconomics - - Market Structure, Pricing, and Design - - - Oligopoly and Other Forms of Market Imperfection
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • L12 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Monopoly; Monopolization Strategies
    • L13 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Oligopoly and Other Imperfect Markets

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