This article is to understand the data analysis in chemical process improvement in chemical process industries. As, we all have witnessed industrial development from manual operation to fully automated controlled one. Plant operations and controls have gone under tremendous transformation since then. Mainly, we can categorize this transformation in four major heads as, Analog and