In: Statistics and Probability
As concrete cures, it gains strength. The following data represent the 7-day and 28-day strength in pounds per square inch
(psi) of a certain type of concrete. Complete parts (a) through (f) below.
7-Day Strength (psi), x 3330 2480 2620 3380 2300
28-Day Strength (psi), y 4850 4120 4190 5020 4070
(a) Treating the 7-day strength as the explanatory variable, x, use technology to determine the estimates of β0 and β1 .
β0 ≈ b0 =_________(Round to one decimal place as needed.)
β1 ≈ b1 =__________(Round to one decimal place as needed.)
(b) Compute the standard error of the estimate, se .
se =_________ (Round to one decimal place as needed.)
(c) A normal probability plot suggests that the residuals are normally distributed. Determine sb1. Use the answer from part (b).
sb1=_______________(Round to four decimal places as needed.)
(d) A normal probability plot suggests that the residuals are normally distributed. Test whether a linear relation exists between 7-day strength and 28-day strength at the α = 0.05 level of significance.
State the null and alternative hypotheses. Choose the correct answer below.
A. H0 : β1 = 0
H1 : β1 ≠ 0
B. H0 : β1 = 0
H1 : β1 > 0
C. H0 : β0 = 0
H1 : β0 ≠ 0
D. H0 : β0 = 0
H1 : β0 > 0
Determine the P-value of this hypothesis test.
P-value =_________ (Round to three decimal places as needed.)
What is the conclusion that can be drawn?
A. Reject H0 and conclude that a linear relation exists between the 7-day and 28-day strength of a certain type of concrete at the α = 0.05 level of significance.
B. Reject H0 and conclude that a linear relation does not exist between the 7-day and 28-day strength of a certain type of concrete at the α = 0.05 level of significance.
C. Do not reject H0 and conclude that a linear relation exists between the 7-day and 28-day strength of a certain type of concrete at the α = 0.05 level of significance.
D. Do not reject H0 and conclude that a linear relation does not exist between the 7-day and 28-day strength of a certain type of concrete at the α = 0.05 level of significance.
(e) Construct a 95% confidence interval about the slope of the true least-squares regression line. Lower bound:___________(Round to three decimal places as needed.)
Upper bound: __________(Round to three decimal places as needed.)
(f) \/Vhat is the estimated mean 28-day strength of this concrete if the 7-day strength is 3000 psi?
A good estimate of the mean 28-day strength is _______psi. (Round to tvvo decimal places as needed.)
a)
bo=2014.8
b1=0.9
b)se=95.9
c) Sb1=0.0935
d)
A. H0 : β1 = 0
H1 : β1 ≠ 0
P-value = 0.003
A. Reject H0 and conclude that a linear relation exists between the 7-day and 28-day strength of a certain type of concrete at the α = 0.05 level of significance.
e)
Lower bound: =0.562
Upper bound: =1.157
f)
A good estimate of the mean 28-day strength is 2038.91 ( please try 2040.00 if this comes wrong)