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Recommendation Quality and the Concentration of Consumption: Experimental Evidence from Netflix

Author

Listed:
  • Guy Aridor
  • Winston Chou
  • Nathan Kallus
  • Antoine Scheid
  • Allen Tren
  • Kevin Zielincki

Abstract

We study an experiment with 8.5 million users on Netflix's recommender system to measure how improvements in recommendation technology affect the set of products that get consumed. Improvements increase total consumption and users' reliance on recommendations while diffusing recommendations and consumption away from the most popular titles (``superstars") toward a larger number of moderately popular titles (``middle-tail"), with minimal effects on the most niche titles (``long-tail"). Our results challenge the notion that recommender systems polarize consumption -- raising the consumption shares of the head and tail at the expense of the middle -- and suggest that the returns to investing in middle-tail products grow as algorithms improve and platforms scale.

Suggested Citation

  • Guy Aridor & Winston Chou & Nathan Kallus & Antoine Scheid & Allen Tren & Kevin Zielincki, 2026. "Recommendation Quality and the Concentration of Consumption: Experimental Evidence from Netflix," Papers 2608.21274, arXiv.org.
    • Handle: RePEc:arx:papers:2608.21274
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    References listed on IDEAS

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