In: Statistics and Probability
A real estate developer wishes to study the relationship between the size of home a client will purchase (in square feet) and other variables. Possible independent variables include the family income, family size, whether there is a senior adult parent living with the family (1 for yes, 0 for no), and the total years of education beyond high school for the husband and wife. The sample information is reported below.
Family | Square Feet | Income (000s) | Family Size | Senior Parent | Education | ||||||
1 | 2,240 | 60.8 | 2 | 0 | 4 | ||||||
2 | 2,380 | 68.4 | 2 | 1 | 6 | ||||||
3 | 3,640 | 104.5 | 3 | 0 | 7 | ||||||
4 | 3,360 | 89.3 | 4 | 1 | 0 | ||||||
5 | 3,080 | 72.2 | 4 | 0 | 2 | ||||||
6 | 2,940 | 114 | 3 | 1 | 10 | ||||||
7 | 4,480 | 125.4 | 6 | 0 | 6 | ||||||
8 | 2,520 | 83.6 | 3 | 0 | 8 | ||||||
9 | 4,200 | 133 | 5 | 0 | 2 | ||||||
10 | 2,800 | 95 | 3 | 0 | 6 | ||||||
Click here for the Excel Data File
I have answered the question below
Please up vote for the same and thanks!!!
Do reach out in the comments for any queries
Answer:
A step wise regression method to determine a regression equation that begins with a single independent variable and adds or deletes independent variables one by one. Only independent variables with non-zero regression coefficients are included in the regression equation.
Using the concept of step wise method, observe that the above multiple linear regression contains two independent variables are non-zero which are senior parent and Education.
Hence, the independent variables included in the final regression equation is, income and family size.
Use the Minitab to perform the stepwise regression analysis with the help of following steps:
Step 1: Enter the data into MINITAB worksheet.
Step 2: Go to StatRegressionRegressionFit linear regression model.
Step 3: Double click on Square Feet to shift it into Response and double click on the variables Income and Family size to transfer it into Predictors.
Step 4: Click on step wise regression stepwise.
Step 4: Click Ok.
From the above output, the multiple linear regression equation is,