Purpose This unit, you will complete your Retail Store Performance Analysis that you began in Unit 7. You will use your data analysis skills to provide data-driven insights and recommendations to optimize business performance and competitiveness. Task Review the case study provided and the associated tasks. For this unit, complete the analysis provided below using the outline that you submitted in Unit 7 as your guide. Case Study: You are tasked with analyzing the provided Retail Performance Data Set and preparing a comprehensive report for the retail chain management team. The report should include data-driven insights, actionable recommendations and a strategic roadmap for optimizing store performance and enhancing competitiveness in the retail market. Description: Imagine you are a consultant hired by a retail chain to analyze the performance of its stores across multiple locations. The dataset provided contains information on various metrics related to store operations, sales, customer demographics and external factors. Variables: Store ID: Unique identifier for each store Location: Geographic location of the store (city or region) Store Size: Size of the store in square feet Employee Count: Number of employees working at the store Customer Footfall: Average daily foot traffic in the store Sales: Total sales revenue