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Tatsuya Ute

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Preprint Aug 2026

Not All Matches Are Equally Valuable: An Online Experiment of Retention-Focused Recommendation in a Job-Matching Platform

Recommender systems in two-sided matching platforms are commonly optimized for immediate engagement signals such as click-through rate, reply rate, or the total number of successful matches. However, in real-world marketplaces, maximizing matches alone may be misaligned with business goals such as user churn rate and p...

Tatsuya Ute, Chiaki Ichimura, Yuta Saito · 0 citations

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