Fractal Analytics is challenging that assumption using machine learning to provide account and promotion managers with the knowledge of what’s working and what isn’t in their promotion calendars. Our (trade) promotion management and optimization solution clearly identifies which historical promotions have provided a positive ROI, leveraging that data to recommend future promotions that are the best fit for each product/market/customer, or other defining factors.