In the context of implementing machine learning solutions within a large e-commerce company aiming to enhance customer satisfaction through personalized recommendations, which professional is tasked with the crucial role of converting the business objective of increasing customer engagement into quantifiable success criteria for the machine learning models? Consider the need for scalability, cost-effectiveness, and alignment with the company's strategic goals. Choose the best option.