Provided are mechanisms and processes for an infant data aggregation system. The system includes a platform interface and a platform processor. A platform interface is configured to receive measurement data transmitted from multiple infant monitoring systems. Each of the multiple infant monitoring systems includes includes an infant monitoring device and an infant monitoring hub. The infant is monitoring device configured to gather measurement data for an infant and the monitoring hub configured to process the measurement data. A platform processor is configured to analyze the measurement data to identify including a first pattern of activity of infants associated with multiple infant monitoring systems. The first pattern of activity is associated with an observation about the infants. The platform processor is further configured to generate a model for the observation based on the first pattern of activity for infants of various ages. The model may be used to predict behavior related to the observation for a first infant that has expressed the first pattern of activity.