When compiling chemical process data, significant challenges may exist, including an enormous diversity of products, complex production processes, long and dynamically changing supply chains, the confidentiality of process information, and inconsistent modeling principles . Tiered methods have been developed to systematically fill data gaps with proxy data . In such cases, it is critical to assess how sensitive the results are to uncertain proxy data, and to transparently document the methods and their limitations.