Provided are mechanisms and processes for predicting infant sleep patterns. Measurement data is received from multiple infant monitoring systems. The multiple infant monitoring systems each 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 is configured to process the measurement data. The measurement data is analyzed to identify sleep patterns associated with the plurality of infant monitoring systems. The sleep patterns include sleep transitions, wake transitions, sleep durations, and wake durations over a period of time for infants of various ages. A model is generated based on the sleep patterns associated with infants of various ages. The model is used to predict upcoming sleep patterns for a first infant based on recent measurement data associated with the first infant.
