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 from multiple infant monitoring systems, each of the multiple infant monitoring systems including an infant monitoring device and an infant monitoring hub. Each of the plurality of infant monitoring systems is associated with a corresponding infant. A platform processor is configured to remove personally identifiable information associated with the inferences received in order to generate infant de-identified inferences and analyze the inferences received from the plurality of infant monitoring systems in order to generate a dynamic model reflecting infant trends relating to the inference for infants of different ages. The dynamic model is viewable by users associated with infant monitoring systems. The platform interface may be further configured to send the dynamic model to a first infant monitoring system.
