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Sunday, January 18th, 2026

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1

Optional rating filters or normalization to reduce regional voting bias

IMDb’s global rating and recommendation system seems increasingly influenced by regional voting concentration, especially in markets with very high user engagement and strong fan-driven voting behavior.

This does not reflect content quality issues, but rather statistical bias caused by differences in voting volume and rating distribution across regions and cultures.

I would like to suggest optional improvements such as:

  • User-selectable rating filters (e.g. global, region-weighted, language-weighted)

  • Normalization of ratings based on regional voting distributions

  • Visibility of rating confidence or cross-cultural consistency indicators

These features would help users discover titles based on broader international reception rather than localized popularity, while still preserving all existing ratings.

This would be an opt-in enhancement, not a restriction, aimed at improving fairness and discovery.

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