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 include an infant monitoring device and an infant monitoring hub. The infant monitoring device is 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 patterns including a first pattern of activity of infants associated with the multiple infant monitoring systems. The first pattern of activity is associated with an inference about the infants. The platform processor is further configured to generate a model for the inference based on the first pattern of activity for infants of various ages. The model is used to predict behavior related to the inference for a first infant that has expressed the first pattern of activity.
