This document provides guidance on scaling a machine learning predictive maintenance solution. It recommends formalizing organizational changes, developing governance programs, and establishing hybrid Centers of Excellence to include Industry 4.0 competencies in operations and maintenance skills development programs in order to successfully scale a predictive maintenance solution across an organization. Having the right organizational alignment and skills training is key to achieving 75% of potential plant performance improvements through predictive maintenance.