Provided are mechanisms and processes for deriving infant development models. 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 include an infant monitoring device and an infant monitoring hub. The infant monitoring device is configured to gather measurement data for a corresponding infant and the monitoring hub is configured to process the measurement data. A platform processor is configured to analyze the measurement data from the multiple infant monitoring systems to identify a range of characteristics corresponding to infants of various developmental levels. The platform processor is also configured to generate a development model using the range of characteristics for infants of various developmental levels. The developmental model includes model measurement data for infants at the various developmental levels. The model measurement data is based on an aggregation of the information received from the multiple monitoring systems.
