- Gathering data from different resources based on the type of analysis needed. - Creating relations and KPIs for different fields - To Assess the data supplied or gathered and define the cleanness issues and tidiness issues within the data. -To fully clean the data supplied using pandas after discussing the issues with the client and suggesting concepts of cleaning the data. Finally supplying a fully cleaned data sets to match the client analysis needs. -To create Analytical result by assessing the client KPIs based on the business after discussing the different measures needed and the full purpose of analysis. -Releasing a technical report to discuss the full procedure with fine details. -Releasing a Visualization report to discuss the final results and conclusions reached.