Many research questions require (statistical) knowledge of manufacturing. Available data is often not collected at the level of German states, or many sub-sectors are grouped in such a way that the question at hand cannot be answered directly. For these reasons, project work often requires the complementation of the statistical data sources by other data sources, e.g., interviews or ad-hoc surveys. In general, the latter are costly and/or do not provide an overall picture of the analyzed aspects of the industry. This subproject aims to explore data-driven methods to enrich statistical data on manufacturing using the German non-ferrous metalworking sector as a test case.