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Assume 25% of the songs in the world have been created by female artists. The recommendation lists proposed by a recommender, on average, contain 25% songs by female artists. Considering an ideal world where we would like to have a 50%:50% share between male and female artists (for the sake of simplicity, neglecting the existence of other genders), such a recommender system would be prone to statistical bias.
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