The remaining article is organized as follows. In Section 2, we introduce graph theoretical terminology, the assembly of the network, and the measures used. Further, we outline the isolation forest outlier detection algorithm and the pathway screening method. In Section 3, we present results throughout our workflow and finally, discuss the strategic molecules within chemical context. We use a case study to give a qualitative evaluation on the use of strategic molecules in process development.