EP 20 · How does the impact of completions change over the life of a well? A comparison across the major US unconventional plays using machine learning

Do completions still matter five years into a well’s life? In this episode of The Novi AI Roundup, we explore how the influence of completion design evolves over time, and how it varies across oil and gas plays. Drawing from the technical paper “How does the impact of completions change over the life of a well? A comparison across the major US unconventional plays using machine learning”, we discuss where completions drive uplift, when geology takes over, and what this means for long-term forecasting and development strategy.This podcast episode is based on the technical paper “How does the impact of completions change over the life of a well? A comparison across the major US unconventional plays using machine learning”, authors: T. Cross, K. Long, D. Niederhut, A. Cui. Download the full paper here.