$1.$ An ecommerce company is experiencing a reduction in revenue for the past $12$ months. You have the following transaction data:

Date of sale, Total $ Amount paid by customer, Profit Margin per unit, Quantity of item, Item category, Item subcategory, Marketing attribution source, $\%$ discount applied.

How would you analyse the dataset to understand exactly where the revenue loss is occurring?