Abstract: Implementations provide a method that includes: accessing data comprising records of measurements from a plurality of wells of a reservoir over a period of time; removing statistical outliers from the records to generate clean records, wherein the statistical outliers represent a probability lower than a threshold; grouping, based on the clean records, the plurality of wells into a set of clusters, each cluster comprising one or more wells whose corresponding records exhibit a shared trend over at least a portion of the period of time; conducting, for each cluster, a history matching simulation using a corresponding model, wherein the corresponding model is calibrated; launching, based on results of the history matching simulation, a prediction simulation to identify at least one of an infill well and a sidetrack well within each cluster; and generating an integrated visualization for results of the prediction simulation as the prediction simulation advances.