An information handling system operating a sensor fusion prediction based automatic adjustment system may comprise sensors measuring influencing attributes comprising information handling system operational values, wherein a subset of the influencing attributes influence one of a plurality of system characteristics, and a memory storing definitions of a user behavior characteristic, a performance mapping characteristic, a power status characteristic, a security profile characteristic, and a policy configuration characteristic. A processor may execute code instructions to apply stochastic prediction to the subset of influencing attribute values to predict a future value of a system characteristic influenced by the subset of influencing attribute values at a future instance in time, determine an adjustment to a policy controlling operational bounds of the system characteristic if the predicted future value of the system characteristic falls outside current policy-defined operating bounds, and automatically perform the policy adjustment before the future instance in time.