State of the art asset management platforms such as SAP Intelligent Asset Management come with a host of utilities and functionalities that facilitate the challenging tasks of collecting and consolidating data from multiple, distributed and heterogeneous sources. Even though these tools lower development and integration times, the task of extracting data-driven knowledge about the current and future condition of an asset remains extremely challenging...