Turn advanced analytics into production lift. This session stitches together six case backed talks that move from insight to implementation: a proactive management pilot in Brazilian presalt carbonates; a reproducible public data + rate transient analysis (RTA) workflow for diagnosing interference and guiding spacing/POP decisions in the Marcellus; a water shut off campaign that delivered results under high uncertainty in a giant carbonate reservoir; improved type well profiling using normalized parametric decline models and multiple normality tests; unlocking secondary targets through tailored hydraulic fracturing; and a fuzzy logic method to quantify inorganic scale risk using saturation ratio and maximum precipitable mass. Why attend: You’ll see exactly how teams diagnosed the problem, selected interventions, and verified impact—so you can apply the same steps to your assets and make better spacing, intervention, and risk mitigation decisions with confidence.