- Project Overview
- Data Source
- Tools Used
- Mission Overview
- Exploratory Data Analysis
- Results & Findings
- What's Next
- Limitations
This project will provide insights on a year's worth of sales data from a large pizza parlor. We will be analyzing the data to find key performance indicators, as well as trends. These insights will be conveyed using an excel dashboard.
Sales Data: The primary dataset used for this analysis is the "pizza_sales.csv" file, which contains descriptive information on each transaction made by the company.
- Excel (Data Processing & Visualization)
- PostgreSQL (Data Analysis)
The goal of this project is to create vizualizations that address the following areas:
- Total Revenue
- Average Order Value
- Total Pizzas Sold
- Total Orders
- Average Pizzas Per Order
- Daily Trend for Total Orders
- Hourly Trend for Total Orders
- Percentage of Sales by Pizza Category
- Top 5 Best/Worst Sellers
- Total Revenue
SELECT SUM(total_price) Total_revenue
FROM pizza_db
- Average Order Value
SELECT ROUND(SUM(total_price)/COUNT(DISTINCT order_id),2) AOV
FROM pizza_db
- Total Pizzas Sold
SELECT SUM(quantity) pizzas_sold
FROM pizza_db
- Total Orders
SELECT COUNT(DISTINCT order_id)
FROM pizza_db
- Average Pizzas Per Order
ROUND(SUM(quantity)::DECIMAL/COUNT(DISTINCT order_id)::DECIMAL,2) AS PizzaPerOrder
FROM pizza_db
- Daily Trend for Total Orders
- Hourly Trend for Total Orders
- Percentage of Sales by Pizza Category
- Best & Worst Sellers
Based on the analysis:
- Daily orders are the highest on the Friday & Saturday
- Classic Pizza accounts for the largest percentage of Total Sales and Orders
- Large pizza represents the size of pizza with the highest percentage of Total Sales
- The best Seller is the Classic Deluxe Pizza and the worst seller is the Brie Carrie Pizza
Recommendations based on the results:
- Sales before 11am and after 10pm are very low; consider opening later and closing earlier to reduce overhead costs.
- Pizza sizes above large are selling slower than all other sizes; consider offering promotional deals to these sizes to increase sales percentage.
- The Brie Carrie Pizza is the least ordered pizza, consider replacing the name or ingredients of this pizza to attract more customers.
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This dataset only provides a year's worth of data, which doesnt give us a chance to explore yearly trends.
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The dataset also fails to deliver any information about the profitability of the menu items, so certain datapoints may be misleading.
- For example, the best selling pizza may mot be profitable, or the least selling pizza could be the most profitable.