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The Data Scientist II position in Recommendation Analytics at Wayfair involves leveraging large datasets to inform and enhance the company's recommendation systems. The role requires collaboration with cross-functional teams to align data science strategies with business objectives, focusing on A/B testing, metric development, and data-driven insights to improve customer experiences on the site and app.