Question

In: Math

A magazine subscriber study asked, "In the past 12 months, when traveling for business, what type...

A magazine subscriber study asked, "In the past 12 months, when traveling for business, what type of airline ticket did you purchase most often?" A second question asked if the type of airline ticket purchased most often was for domestic or international travel. Sample data obtained are shown in the following table.

Type of Ticket Type of Flight
Domestic International
First class 29 22
Business class 97 123
Economy class 516 133

(a)

Using a 0.05 level of significance, is the type of ticket purchased independent of the type of flight?

State the null and alternative hypotheses.

H0: The type of ticket purchased is not independent of the type of flight.
Ha: The type of ticket purchased is independent of the type of flight.

H0: The type of ticket purchased is independent of the type of flight.
Ha: The type of ticket purchased is not independent of the type of flight.      

H0: The type of ticket purchased is not mutually exclusive from the type of flight.
Ha: The type of ticket purchased is mutually exclusive from the type of flight.

H0: The type of ticket purchased is mutually exclusive from the type of flight.
Ha: The type of ticket purchased is not mutually exclusive from the type of flight.

Find the value of the test statistic. (Round your answer to three decimal places.)

Find the p-value. (Round your answer to four decimal places.)

p-value =

State your conclusion.

Reject H0. We conclude that the the type of ticket purchased is not independent of the type of flight.

Do not reject H0. We cannot conclude that the type of ticket purchased and the type of flight are not independent.    

Do not reject H0. We cannot conclude that the type of ticket purchased and the type of flight are independent.

Reject H0. We conclude that the type of ticket purchased is independent of the type of flight.

(b)

Discuss any dependence that exists between the type of ticket and type of flight.

A higher percentage of first class and business class tickets are purchased for domestic flights compared to international flights. Economy class tickets are purchased more for international flights.

The type of ticket purchased is independent of the type of flight.     

A higher percentage of first class and business class tickets are purchased for international flights compared to domestic flights. Economy class tickets are purchased more for domestic flights.

A lower percentage of economy class tickets are purchased for domestic flights compared to international flights. First class and business class tickets are purchased more for domestic flights.

Solutions

Expert Solution

Given table data is as below

MATRIX col1 col2 TOTALS
row 1 29 22 51
row 2 97 123 220
row 3 516 133 649
TOTALS 642 278 N = 920

------------------------------------------------------------------
calculation formula for E table matrix

E-TABLE col1 col2
row 1 row1*col1/N row1*col2/N
row 2 row2*col1/N row2*col2/N
row 3 row3*col1/N row3*col2/N

------------------------------------------------------------------
expected frequecies calculated by applying E - table matrix formulae

E-TABLE col1 col2
row 1 35.589 15.411
row 2 153.522 66.478
row 3 452.889 196.111

------------------------------------------------------------------
calculate chisquare test statistic using given observed frequencies, calculated expected frequencies from above\

Oi Ei Oi-Ei (Oi-Ei)^2 (Oi-Ei)^2/Ei
29 35.589 -6.589 43.415 1.22
22 15.411 6.589 43.415 2.817
97 153.522 -56.522 3194.736 20.81
123 66.478 56.522 3194.736 48.057
516 452.889 63.111 3982.998 8.795
133 196.111 -63.111 3982.998 20.31
chisqr^2 o = 102.009

------------------------------------------------------------------
set up null vs alternative as
null, ho: the type of ticket purchased is independent of the type of flight.
alternative, h1: the type of ticket purchased is not independent of the type of flight.
level of significance, alpha = 0.05
from standard normal table, chi square value at right tailed, chisqr^2 alpha/2 =5.991
since our test is right tailed,reject Ho when chisqr^2 o > 5.991
we use test statistic chisqr^2 o = Σ(Oi-Ei)^2/Ei
from the table , chisqr^2 o = 102.009
critical value
the value of |chisqr^2 alpha| at los 0.05 with d.f (r-1)(c-1)= ( 3 -1 ) * ( 2 - 1 ) = 2 * 1 = 2 is 5.991
we got | chisqr^2| =102.009 & | chisqr^2 alpha | =5.991
make decision
hence value of | chisqr^2 o | > | chisqr^2 alpha| and here we reject Ho
chisqr^2 p_value =0
----------------------------------------------------------------------------------------
a.
H0: The type of ticket purchased is independent of the type of flight.
Ha: The type of ticket purchased is not independent of the type of flight.   
b.
test statistic: 102.009
c.
p-value:0
d.
decision: Reject H0. We conclude that the the type of ticket purchased
is not independent of the type of flight.                                  
e. a higher percentage of first class and business class tickets are purchased for international flights compared to domestic flights


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