How well do type curves hold up in complex gas plays? In this episode of The Novi AI Roundup, we break down a comparative study of machine learning vs. traditional forecasting methods in the Appalachian Basin. Drawing from the technical paper “Machine Learning vs. Type Curves in the Appalachian Basin: A Comparative Study”, we explore how model performance varies across well vintages, spacing conditions, and depletion settings, and why Appalachia may be the ultimate stress test for forecast accuracy.This podcast episode is based on the technical paper written by A. Cui, A. Yanke, T. Dao, P. Ye, T. Cross, B. Davis. Download the full paper here.