Perturbation, monitoring, and adjustment of an incentive amount using statistically valuable individual incentive sensitivity for improving survey participation rate

Sensitivity to incentive changes of survey participant may be computed and analyzed. Participants and one or more attributes associated with the participants may be identified. The participants may be clustered into one or more clusters according to the one or more attributes. An incentive amount to be given to a participant in a cluster of said one or more clusters may be perturbed by performing random perturbation computation. The incentive may be distributed to the participant. One or more responses of the participant may be monitored. Individual incentive sensitivity representing incentive sensitivity of responsiveness of the participant per incentive change may be computed based on the monitoring. Incentive amount computation may be dynamically adjusted responsive to determining that the individual incentive sensitivity changed by a predefined criterion.