Data Planning: Uncooked data is inherently messy and involves cleaning and pre-processing in advance of analysis. This stage requires duties like figuring out and dealing with missing values, correcting inconsistencies, formatting data into a regular framework, and perhaps removing outliers.Data analyst: Data analysts give attention to a lot more i