For an online education provider, traditional monthly reporting was masking a much longer customer journey. By analyzing cohorts and the time between key actions, we found that students could first visit the website nearly a year before starting a course and register as much as four months before the course began. These insights changed how the organization could approach marketing timing, course planning, and demand forecasting.

Digital advertising platforms are incredibly powerful optimization engines, but they were originally built for a very specific type of buying behavior. For institutions offering certificates, professional training, or degree programs, the enrollment journey is usually much longer, which creates a challenge for modern ad platforms. Predictive modeling offers a solution.