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This paper demonstrates a methodology and workflow for the rapid identification of missed pay zones throughout many thousands of wells and crucially provides actual examples of missed pay in wells from the North Sea. Importantly, the methodology applied in this study and lessons learned are applicable to other basins and/or sub-basins throughout the world.