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ABSTRACT Biased recommendations arise naturally in markets with heterogeneous consumers. We study a model in which a monopolist offers an experience good to a population of consumers with heterogeneous tastes and makes personalized purchase recommendations. We provide conditions under which a firm makes welfare‐reducing purchase recommendations with positive probability, resulting in inflated recommendations. We extend this insight to a setting in which an intermediary makes the recommendations, whereas a seller sets the retail price. Regulatory interventions that forbid inflated recommendations may lead to higher social welfare or may backfire.