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.
7-Day_Strength_(psi)_-_x
28-Day_Strength_(psi)_-_y
2300 4070
3380 5020
2620 4190
3390 5220
3330 4850
(a) Treating the 7-day strength as the explanatory variable, x, use technology to determine the estimates of β0 and β1.
β0≈b0=1753.9
(Round to one decimal place as needed.)
β1≈b1=0.9707
(Round to four decimal places as needed.)
Se=150.6
(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=0.1477
(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
Determine the P-value of this hypothesis test.
P-value=0.007
(Round to three decimal places as needed.)
What is the conclusion that can be drawn?
A.
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.
B.
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=0.05level of significance.
C.
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.
D.
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.
here as you can clearly see the results in above image so answers are as follows:
a) β0=b0= 1753.89066
β1=b1= 0.9707
Se= 150.6
c) sb1= 0.1476
d) H0: slope is equal to zero i.e. β1=0 vs
H1: slopesis not equal to zero i.e. β1 not equal to 0
From the third table we get the value p= 0.007
So here p < 0.05
We 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.