An online retail company has been witnessing a decrease in revenue over the past year. You are provided with the following transaction data:
- Sale date
- Total amount spent by customers
- Profit margin per unit
- Quantity sold
- Product category
- Product subcategory
- Source of marketing attribution
- Percentage discount applied
How would you go about analyzing this dataset to pinpoint the exact areas contributing to the revenue decline?