In less than a year, Pirelli, a global manufacturing company best known for high-performance tires and motorsports, grew an impactful data science capability from the ground up. I am sharing a how-to guide for doing the same in your organization, equipping you with arguments to marshal and concrete tips to follow, while calling out pitfalls to watch out for along the way.