Create a scatter plot between sales and ad spend

Create a scatter plot between sales and ad spend

Problem Statement

The data shown in the data tab contains info on ad spend vs. sales revenue. Create a scatter plot between the two variables and conclude this exercise.  The data is given in the attachment.

How to perform analysis

Step 1: Open Sigma Magic
  1. Click on the Sigma Magic button on the Excel toolbar.
  2. Click on the New button to create a new project.
Step 2: Data Preparation
  1. Open the Sales vs Advertisement.xlsx attachment
  2. Select the data and convert it to table format by clicking on Ctrl-T.


Step 3: Add the analysis template
  1. Click on the Tool Wizard to add the analysis template.
  2. Click on Graph and then Scatter Plot.


Step 4: Specify analysis options
A new Scatter Plot worksheet will be added to your workbook, and the following dialog box will be opened. Click on the Setup tab on the right. Accept the default values and specify the analysis options.



Next, click on the Data tab and specify the data. Drag and drop the Table1 Ads to the Y Variable; Table 1 Sales to the X Variable and Table1 Group to the Group Variable.



If you need to make changes to the charts, specify the optional settings in the Charts tab.

 Labels:

  • Add a title for the chart.
  • Label the X-axis and Y-axis appropriately.

Appearance:

  • Adjust colors, font sizes, or other visual elements as needed.
  • Enable/disable gridlines or background shading.
Finally, click the Verify tab to ensure all the inputs are okay and shown in a green checkmark.



Step5: Generate analysis results
Click on the OK button to generate analysis results. The following figure shows an example output screen.

Interpreting results

The following conclusion can be drawn from this analysis.
    1. Strong positive correlation at 0.892 between spending on advertising and sales revenue
    2. It accounts for about 79.5% of the variance (R-squared = 0.795).
    3. Statistically significant relationship (p-value < 0.001)
    4. This scatter plot shows a clear upward trend, suggesting that increased advertising spending generally leads to higher sales.

      • Related Articles

      • Scatter Matrix Example

        Problem Statement The data shown in the data tab contains info on adv spend vs. sales revenue. Create a scatter plot between the two variables and draw any conclusions from this exercise. How to perform analysis Step 1: Open Sigma Magic Click on the ...
      • Scatter plot overview

        A scatter plot is a graph representing the relationship between two variables. It is a graph with points plotted on a Cartesian coordinate system, where each point represents an observation in the dataset. The x-axis typically represents the ...
      • Scatter matrix frequently asked questions

        What is a Scatter Matrix? A Scatter Matrix in Sigma Magic is a tool used to visualize pairwise relationships between multiple numerical variables. It generates scatter plots for all combinations of variables, helping users identify trends, ...
      • Overview of Scatter Matrix

        A scatter matrix (also known as a pairplot) is a visualization tool used in statistical analysis and machine learning to understand the relationships between multiple variables in a dataset. It is especially useful for exploratory data analysis (EDA) ...
      • Box plot frequently asked questions

        What is a box plot? A box plot (also known as a box-and-whisker plot) is a graphical representation of the distribution of a dataset. It shows the minimum, first quartile (Q1), median, third quartile (Q3), and maximum, providing a summary of the ...