Data reconciliation and Named Entity Recognition (NER) are closely related concepts to the domain of data carpentry in general and library carpentry in particular. In this context, the part III of the three-part series on library carpentry (part I & II have been published in April & June issues of this journal) is an attempt to apply library carpentry methods in the core areas of information organization in a library of any type or size along with additional utilities like cross-linking of data sources, automatic translation, sentiment analysis and so on. A total of five case studies are included in this research study covering these areas with a focus on do-by-yourself mode.