US Patent 10592839 Employing real-time performance feedback to manage resource collection

Embodiments are directed to executing one or more campaigns. Initialization identifiers may be provided to campaign agents associated with campaign owners. The campaign agents may be associated with campaigns based on the initialization identifiers. Resource collection requests may be provided to sources based on source information provided by the campaign agents. Metrics may be provided based on monitoring actions of the sources. Outlier characteristics associated with the resource collection requests may be identified based on a comparison of the metrics to other campaigns. The resource collection requests may be modified based on predicted metrics associated with the outlier characteristics. The modified resource collection requests may be provided to the sources associated with the outlier characteristics. Resources provided from the sources may be distributed to the campaign owners.