An approach for analyzing data collected by a sensor-enabled device over a network is provided. Specifically, in a typical embodiment, a set of usage data will be received from a device over a network. The set of usage data may be collected via at least one sensor integrated with the device, and the set of usage data may pertain to use of the device by a user. Regardless, the set of usage data will be compared to a set of diagnostic information stored in at least one computer storage device. The set of diagnostic information typically pertains to a condition (e.g., medical) treated by use of the device (e.g., dental, cardiac, renal, etc.). Based on the comparison, at least one determination (e.g., diagnosis, treatment plan, level of compliance with applicable standards, etc.) will be made and a set of reports will be generated based thereon.