Against the backdrop of the global marine economy's transition toward innovation-driven development, the selection of technological upgrading paths is a critical step for marine enterprises to achieve total factor productivity (TFP) improvement. Based on Chinese enterprise tax survey data from 2016 to 2020, this paper integrates independent research and development (R&D) and external equipment procurement into a unified analyt...