An information handling system includes a memory and a processor. The memory stores telemetry data, telemetry collection rules, and persona classifications for the information handling system. The processor collects first telemetry data for the information handling system based on first telemetry collection rules. The first telemetry collection rules are set based on a first persona classification for the information handling system. The processor determines whether user behaviors change from behaviors associated with the first persona classification. In response to an amount of change in the user behaviors being above a threshold amount, the processor changes a classification of the information handling system from the first persona classification to a second persona classification. In response to the classification of the information handling system being the second persona classification, the processor collects second telemetry data for the information handling system based on second telemetry collection rules of the second persona classification.