Organizations in the manufacturing sector must shift towards to data-driven manufacturing by integrating data science capabilities both vertically and horizontally. Creating new values from data-driven features of digital transformation is a fundamental component, but it requires fundamental changes in the context of organization, process, capability, and business models. Managing the digital transformation process requires a specific set of strategic tools that take into account the complexity of the transformation process. For this purpose, assessment models have a critical impact for assisting organizations with guidance and present a road map for continuous progressions. This project aims to develop and propose a novel manufacturing-focused, data-driven model and to contribute to manufacturing firms by identifying alternative strategies for road map in digital transformation process. The initiators of the project are Kadir Has University faculty members; Assoc. Prof. Mehmet Nafiz Aydın and Assoc. Prof. Ömer Faruk Görçün.