A method and system for near-real time and continuous analyte monitoring, the method including: receiving a signal stream associated with an analyte parameter of the user across a set of time points generating a dataset indicative of values of the analyte parameter across the set of time points, upon processing of the signal stream in near-real time performing a calibration operation on values of the analyte parameter, based upon a calibration event, thereby generating a set of calibrated values of the analyte parameter at the computing system, identifying a set of activity events of the user, from a supplemental dataset, during a time window corresponding to the set of time points generating an analysis indicative of an association between at least one of the set of activity events and the set of calibrated values of the analyte parameter and rendering information derived from the analysis to the user.
