This document proposes that modeling should become an independent scientific discipline to better realize its full potential. Currently, modeling is seen primarily as a tool within software engineering, but it is applicable across many domains. An independent modeling discipline could bring together experts from different fields, develop a common body of knowledge and terminology, and help modeling gain more recognition and resources. Some initial steps suggested include making modeling tools more usable and accessible across domains, identifying economic benefits to promote adoption, and facilitating interdisciplinary publishing and education around modeling concepts and applications. The overarching goal is for modeling to serve all domains through a transdisciplinary approach.