Question: A statistical program is recommended. A sales manager collected the following data on x = years of experienceand y = annualsales ($1,000s). The estimated regression
A statistical program is recommended.
A sales manager collected the following data onx= years of experienceandy= annualsales ($1,000s). The estimated regression equation for these data is=83+ 4x.
Salesperson Years ofExperience Annual Sales($1,000s)
1 1 1
2 3 97
3 4 102
4 4 107
5 6 103
6 8 116
7 10 119
8 10 123
9 11 127
10 13 136
(a)
Compute the residuals.
Years ofExperience Annual Sales($1,000s) Residuals
1 80
3 97
4 102
4 107
6 103
8 116
10 119
10 123
11 127
13 136
Construct a residual plot.
- A residual plot has 10 points plotted on it. The horizontal axis ranges from 0 to 14 and is labeled: Years of Experience. The vertical axis ranges from16 to 16 and is labeled: Residuals. There is a horizontal line that spans the graph at 0 on the vertical axis. There are 3 points below the line, 5 points above the line, and 2 points on the line. The points are plotted from left to right in an upward, diagonal direction starting from the lower left corner of the plot. The points are between 1 to 13 on the horizontal axis and between7 to 8 on the vertical axis.
- A residual plot has 10 points plotted on it. The horizontal axis ranges from 0 to 14 and is labeled: Years of Experience. The vertical axis ranges from16 to 16 and is labeled: Residuals. There is a horizontal line that spans the graph at 0 on the vertical axis. There are 3 points below the line, 5 points above the line, and 2 points on the line. The points are plotted from left to right in a downward, diagonal direction starting from the upper left corner of the plot. The points are between 1 to 13 on the horizontal axis and between7 to 8 on the vertical axis.
- A residual plot has 10 points plotted on it. The horizontal axis ranges from 0 to 14 and is labeled: Years of Experience. The vertical axis ranges from16 to 16 and is labeled: Residuals. There is a horizontal line that spans the graph at 0 on the vertical axis. There are 5 points below the line, 3 points above the line, and 2 points on the line. The points are between 1 to 13 on the horizontal axis and appear to vary randomly between8 to 7 on the vertical axis. The maximum residual is at 1 year of experience while the minimum is at 4 years of experience.
- A residual plot has 10 points plotted on it. The horizontal axis ranges from 0 to 14 and is labeled: Years of Experience. The vertical axis ranges from16 to 16 and is labeled: Residuals. There is a horizontal line that spans the graph at 0 on the vertical axis. There are 3 points below the line, 5 points above the line, and 2 points on the line. The points are between 1 to 13 on the horizontal axis and appear to vary randomly between7 to 8 on the vertical axis. The maximum residual is at 4 years of experience while the minimum is at 1 year of experience.
(b)
Do the assumptions about the error terms seem reasonable in light of the residual plot?
- The plot suggests a generally horizontal band of residual points indicating that the error term assumptions appear reasonable.
- The plot suggests a generally horizontal band of residual points indicating that the error term assumptions do not appear reasonable.
- The plot suggests a funnel pattern in the residuals indicating that the error term assumptions do not appear reasonable.
- The plot suggests curvature in the residuals indicating that the error term assumptions appear reasonable.
- The plot suggests a funnel pattern in the residuals indicating that the error term assumptions appear reasonable.
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