Question
A statistical program is recommended. Consider the following data for two variables, x and y . x 22 24 26 30 35 40 y 11
A statistical program is recommended.
Consider the following data for two variables,xandy.
x | 22 | 24 | 26 | 30 | 35 | 40 |
---|---|---|---|---|---|---|
y | 11 | 22 | 33 | 35 | 41 | 36 |
(a)
Develop an estimated regression equation for the data of the form
=b0+b1x.
(Roundb0to one decimal place andb1to three decimal places.)
=
1.2617.531x
(b)
Use the results from part (a) to test for a significant relationship betweenxandy. Use= 0.05.
Find the value of the test statistic. (Round your answer to two decimal places.)
F=
Find thep-value. (Round your answer to three decimal places.)
p-value =0.07
Is the relationship betweenxandysignificant?
Yes, the relationship is significant.No, the relationship is not significant.
(c)
Develop a scatter diagram for the data.
A scatter diagram has 6 points. The horizontal axis ranges from 20 to 45 and is labeled:x. The vertical axis ranges from 0 to 45 and is labeled:y. Moving from left to right, the leftmost point is at (22, 41), with the next 5 points extending downward in a diagonal direction.
A scatter diagram has 6 points. The horizontal axis ranges from 20 to 45 and is labeled:x. The vertical axis ranges from 0 to 45 and is labeled:y. Moving from left to right, the leftmost point is at (22, 7), with the next 4 points extending upward, the first two rising more steeply than the next two. The last point goes back down.
A scatter diagram has 6 points. The horizontal axis ranges from 20 to 45 and is labeled:x. The vertical axis ranges from 0 to 45 and is labeled:y. Moving from left to right, the leftmost point is at (22, 11), with the next 4 points extending upward, the first two rising more steeply than the next two. The last point goes back down.
A scatter diagram has 6 points. The horizontal axis ranges from 20 to 45 and is labeled:x. The vertical axis ranges from 0 to 45 and is labeled:y. Moving from left to right, the leftmost point is at (22, 36), with the next point extending upward. The last 4 points then continue downward in a diagonal direction.
Does the scatter diagram suggest an estimated regression equation of the form
=b0+b1x+b2x2?
Explain.
No, the scatter diagram suggests that a linear relationship may be appropriate.Yes, the scatter diagram suggests that a curvilinear relationship may be appropriate. No, the scatter diagram suggests that a curvilinear relationship may be appropriate.Yes, the scatter diagram suggests that a linear relationship may be appropriate.
(d)
Develop an estimated regression equation for the data of the form
=b0+b1x+b2x2.
(Roundb0to one decimal place andb1to two decimal places andb2to four decimal places.)
=
(e)
Use the results from part (d) to test for a significant relationship between
x,x2,
andy. Use= 0.05.Is the relationship between
x,x2,
andysignificant?
Find the value of the test statistic. (Round your answer to two decimal places.)
Find thep-value. (Round your answer to three decimal places.)
p-value =
Is the relationship between
x,x2,
andysignificant?
Yes, the relationship is significant.No, the relationship is not significant.
(f)
Use the model from part (d) to predict the value ofywhen
x= 25.
(Round your answer to three decimal places.)
Consider the following data for two variables,xandy.
x | 9 | 32 | 18 | 15 | 26 |
---|---|---|---|---|---|
y | 11 | 20 | 21 | 17 | 22 |
(a)Develop an estimated regression equation for the data of the form
=b0+b1x.
(Roundb0to two decimal places andb1to three decimal places.)=
10.68+0.376x
Comment on the adequacy of this equation for predictingy. (Use= 0.05.)
The highp-value and low coefficient of determination indicate that the equation is inadequate.The highp-value and high coefficient of determination indicate that the equation is adequate. The lowp-value and low coefficient of determination indicate that the equation is inadequate.The lowp-value and high coefficient of determination indicate that the equation is adequate.
(b)Develop an estimated regression equation for the data of the form
=b0+b1x+b2x2.
(Roundb0to two decimal places andb1to three decimal places andb2to four decimal places.)=
Comment on the adequacy of this equation for predictingy. (Use= 0.05.)
The highp-value and low coefficient of determination indicate that the equation is inadequate.The highp-value and high coefficient of determination indicate that the equation is adequate. The lowp-value and low coefficient of determination indicate that the equation is inadequate.The lowp-value and high coefficient of determination indicate that the equation is adequate.
(c)Use the model from part (b) to predict the value ofywhen
x= 20.
(Round your answer to two decimal places.)
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