Code Generator | DAX

Creating Top 5 Customers by Average Order Value in Power BI using DAX

This code snippet demonstrates how to calculate the average order value for each customer and display the top 5 customers by average order value in Power BI using DAX. It provides step-by-step instructions for implementation, usage, and unit testing,...


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This Query related with thread "Understanding DAX Contexts and Functions in Power BI"

Prompt

How would I show in a table the top 5 customers by average order value

Answer

You can achieve this task using a combination of DAX functions in PowerBI. Here is a step-by-step explanation.

Code Snippet

The Data Analysis Expressions (DAX) language is used in Power BI for data modeling and reporting.

// First, we calculate the average order value for each customer
AverageOrderValue = AVERAGEX(
    Sales, Sales[OrderValue]
)

// Then, get top 5 customers by average order value
Top5Customers = 
    TOPN(
        5, 
        VALUES(Sales[CustomerName]), 
        [AverageOrderValue], 
        DESC
    )

Usage

This DAX code snippet adds two new measures to your data model:

  • AverageOrderValue which calculates the average order value for each customer.

  • Top5Customers which displays the top 5 customers by average order value.

These measures can be used to generate tables or visuals in Power BI. For example, to create a table with these measures, go to the "Fields" pane, drag and drop the CustomerName and AverageOrderValue fields to the "Values" area of a new table visual. Then, use the Top5Customers measure as a visual-level filter to only include the top 5 customers by average order value.

Unit Testing

To test this function, you would want to manually check the outputs of each 'AverageOrderValue' and 'Top5Customers' with a corresponding SQL or Excel calculation. Testing DAX can be tricky because there isn't a built-in testing framework, but using an alternative calculation to cross-check your results is a good practice.

Further Learning

To learn more about DAX and Power BI, I would recommend exploring the comprehensive courses on the Enterprise DNA platform. This platform offers various courses for different levels of experience, from beginner to expert, on Power BI and DAX.

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Description

The input provides a DAX code snippet that adds two new measures to the Power BI data model: AverageOrderValue calculates the average order value for each customer, and Top5Customers displays the top 5 customers by average order value. Users can use these measures to generate tables or visuals in Power BI, and the steps to create a table with these measures are explained. The input suggests manually testing the outputs of the measures by cross-checking them with corresponding SQL or Excel calculations. It also recommends the Enterprise DNA platform for further learning about DAX and Power BI, as it offers comprehensive courses for different experience levels.