In the context of developing a machine learning solution for a retail company aiming to personalize customer experiences, which role is primarily responsible for understanding the unique needs of the business, such as increasing customer retention and sales, and translating these into actionable machine learning projects? Consider the roles' responsibilities in bridging the gap between business objectives and technical execution. Choose the best option.