Dashboard Link : https://app.powerbi.com/groups/me/reports/384d017e-e935-44dc-9e7d-1626c1a36de1/ReportSection
The challenge at hand is to use advanced data analysis techniques, particularly time series analysis, to create an impactful sales analysis and forecasting solution. This involves developing an intuitive dashboard with key performance indicators, conducting insightful data analysis to assess current sales strategies, and implementing time series analysis for accurate sales forecasting over the next 15 days. The ultimate goal is to distill these findings into actionable insights and recommendations, facilitating informed and strategic decision-making for the supermarket's growth and enhanced operational efficiency.
- Data Loading:
- Loaded the sales data into Power BI for analysis.
- Data Cleaning:
- Removed blank values and unnecessary columns.
- Addressed errors, including replacing #N/A values with 0 for efficient analysis.
- Average Delivery Date Calculation:
- Created a new column, "Average Delivery Days," using Power BI DAX queries.
Snap of new calculated column (Average Delivery Days) ,
A card visual was used to represent this Average Delivery Days.
- Consumer products are the highest selling category, contributing 48% to total sales.
- Home office products have the lowest sales, accounting for only 19%. Suggested strategies include running targeted campaigns or offering discounts to boost sales in this category.
- East and West regions contribute the most to sales, with 33% and 29% respectively. Tailoring marketing efforts to these regions may further enhance sales.
- Cash on Delivery (COD) is the preferred payment method for 43% of customers. Consider incentivizing online or card payments through discounts to diversify payment channels.
- n 2019, the highest sales occurred in December, reaching $166,185. In 2020, the highest sales were in the month of December, but at $79,411. Seasonal variations may need consideration in future planning.
- In 2019, the highest profit was earned in October, totaling $9,275. In 2020, the highest profit occurred in December, reaching $17,885.
- The highest selling sub-category is phones, generating $0.20 million in sales.
- The overall highest selling category is Office Supplies.
- Standard class shipping is the most preferred method by customers.
- Total products sold: 22,000
- Total profit earned: $175,000
- Average delivery time: 4 days
- Total sales: $1.6 million
- Consider targeted campaigns or discounts to boost sales of home office products.
- Focus marketing efforts on the East and West regions to capitalize on the highest-contributing areas.
- Introduce discounts for online and card payments to encourage diversification of payment channels.