User interface integrating client insights and forecasting

摘要

New client acquisition insights and forecasting are provided. A system, method, and computer readable storage device analyze historical data for identifying various client segments based on various combinations of similar attributes; determine cumulative marginal values (CMVs) associated with provisioning clients in each client segment, wherein the CMVs indicate whether provisioning a client within each client segment positively or negatively affects the system; analyze each client segment behavior for learning insights associated with clients in the client segment and effects on the system; and forecast CMVs for a selected client segment based on the learned insights for the selected client segment. In various implementations, a dashboard user interface comprising a data visualization of the forecasted CMVs is generated for display. Based on the learned insights and forecasted CMVs, the system is enabled to manage new client deployments and allocate resources such that the efficiency and cost-effectiveness of the system are improved.