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The Financial Data Scientist (Machine Learning) role at Carlyle Investment Management involves leveraging advanced data science techniques, including machine learning and big data, to enhance investment decision-making within the private equity sector. The position emphasizes model development, optimization, and collaboration with a diverse team to create innovative solutions from scratch, rather than maintaining existing systems.