“…PM tools in biomaterials development have been used during project start-up, planning, site selection, and policy establishment of lignin-based carbon fiber production for applications in lightweight vehicles (Cook and Booth, 2017;Das et al, 2016;Yang et al, 2013). (Yang et al, 2013), (2) bottom-up estimation during development, which has been used by researchers in global carbon fiber composites supply chain (Das et al, 2016), (3) economic viability estimation including costs of labor, energy, quality, and regulatory compliance (Cook and Booth, 2017), (4) building and training tools for workforce development programs (Cook and Booth, 2017), and (5) data management tools for project monitoring. These studies suggested that communication channels are better facilitated by co-location and clustering facilities near end users.…”