In: Statistics and Probability
A professor in the
school of business at a certain university wants to investigate the
claim that the prices of new textbooks in the campus store are
higher than a competing national online bookstore by more than 50
cents. The professor randomly chooses required texts for 12
business school courses. Use α=0.05α=0.05. The data is given in the
table below.
Book | Campus Store | Online Store |
A | 108.51 | 109.42 |
B | 200.06 | 201.93 |
C | 223.52 | 226.39 |
D | 186.12 | 183.9 |
E | 121.65 | 122.13 |
F | 69.01 | 69.75 |
G | 126.3 | 126.79 |
H | 120.63 | 122.32 |
I | 63.11 | 63.49 |
J | 107.43 | 108.76 |
K | 162.07 | 158.02 |
L | 144.9 | 140.08 |
(a) Let XAXA denote the price of books at the campus store, and
XBXB be the price of books at the online store, also let
XD=XA−XBXD=XA−XB. Choose the correct statistical hypotheses.
A.
H0:μD~>0.5,HA:μD~<0.5H0:μD~>0.5,HA:μD~<0.5
B.
H0:μ~campus=μ~online,HA:μ~campus≠μ~onlineH0:μ~campus=μ~online,HA:μ~campus≠μ~online
C.
H0:μcampus=μonline,HA:μcampus≠μonlineH0:μcampus=μonline,HA:μcampus≠μonline
D.
H0:μD~=0.5,HA:μD~<0.5H0:μD~=0.5,HA:μD~<0.5
E.
H0:μ~campus=μ~online,HA:μ~campus<μ~onlineH0:μ~campus=μ~online,HA:μ~campus<μ~online
F.
H0:μD=0.5HA:μD>0.5H0:μD=0.5HA:μD>0.5
G.
H0:μD>0.5,HA:μD<0.5H0:μD>0.5,HA:μD<0.5
H.
H0:μcampus=μonline,HA:μcampus<μonlineH0:μcampus=μonline,HA:μcampus<μonline
I.
H0:μD~=0.5,HA:μD~≠0.5H0:μD~=0.5,HA:μD~≠0.5
J.
H0:μD~=0.5HA:μD~>0.5H0:μD~=0.5HA:μD~>0.5
K.
H0:μcampus=μonline,HA:μcampus>μonlineH0:μcampus=μonline,HA:μcampus>μonline
L.
H0:μ~campus=μ~online,HA:μ~campus>μ~onlineH0:μ~campus=μ~online,HA:μ~campus>μ~online
(b) Carry out the appropriate statistical test and find the
P-value, to at least three decimal places.
P=
(c) Based on the above calculations, we should reject or not
reject the null hypothesis.
(d) Using the technology available to you, create the most
appropriate graph(s) to check the assumption(s) that need to be
satisfied for your inferences in (b) and (c) to be valid. What
statement below aligns with your findings?
A. The prices charged at the campus bookstore are
normally distributed.
B. The prices charged at the campus bookstore are
not normally distributed.
C. The differences in the price of a textbook at
the campus bookstore and the price of the textbook at the online
store are not normally distributed.
D. The prices charged at the online bookstore are
not normally distributed.
E. The differences in the price of a textbook at
the campus bookstore and the price of the textbook at the online
store are normally distributed.
F. The prices charged at the online bookstore are
normally distributed.
(a) Claim: The prices of new textbooks in the campus store are higher than a competing national online bookstore by more than 50 cents that is
The claim comes under the alternative hypothesis.
Option F is correct for null and alternative hypothesis.
H0:μD=0.5 HA:μD>0.5
(b) t-test for paired difference.
The differences of campus store and online store are -0.91, -1.87, -2.87, 2.22, -0.48, -0.74, -0.49, -1.69, -0.38, -1.33, 4.05, 4.82
The mean and standard deviations of the differences are,
The formula of t-test statistics,
Degrees of freedom = n - 1 = 12 - 1 = 11
The alternative hypothesis contains the greater than sign so the test is a right-tailed test.
The P-value for the right-tailed test using excel is
=t.dist.rt(test statistics, DF) = t.dist.rt(-0.68, 11) is 0.744719
P-value = 0.745
(c) Alpha = 0.05
Decision rule: If P-value > alpha then fail to reject the null hypothesis otherwise reject the null hypothesis.
P-value (0.745) > alpha (0.05) so fail to reject the null hypothesis.
Conclusion: There is no sufficient evidence to support the claim that the prices of new textbooks in the campus store are higher than a competing national online bookstore by more than 50 cents.
(d) Using the graph of differences, the differences are normally distributed.
Option E is correct.
The differences in the price of a textbook at the campus bookstore and the price of the textbook at the online store are normally distributed.