In: Statistics and Probability
A survey of 36 randomly selected students who dropped a course was conducted at a college. The following results were collected. Complete parts (a) through (c).
a) Construct a contingency table for the two variables.
CourseCourse |
PersonalPersonal |
WorkWork |
|
---|---|---|---|
Male |
|||
FemaleFemale |
(b) Test whether gender is independent of drop reason at the
alphaαequals=0.1
level of significance.
What are the hypotheses?
A.
Upper H 0H0:
pSubscript Upper CCequals=pSubscript Upper PPequals=pSubscript Upper WW
Upper H 1H1:
At least one of the proportions is different from the others.
B.
Upper H 0H0:
Gender and drop reason are independent.
Upper H 1H1:
Gender and drop reason are dependent.
C.
Upper H 0H0:
OSubscript Upper CCequals=ESubscript Upper CC
and
OSubscript Upper PPequals=ESubscript Upper PP
and
OSubscript Upper WWequals=ESubscript Upper WW
Upper H 1H1:
OSubscript Upper CCnot equals≠ESubscript Upper CC
or
OSubscript Upper PPnot equals≠ESubscript Upper PP
or
OSubscript Upper WWnot equals≠ESubscript Upper WW
Calculate the test statistic.
chi Subscript 0 Superscript 2χ20equals=nothing
(Round to three decimal places as needed.)
Determine the P-value.
P-valueequals=nothing
(Round to three decimal places as needed.)
Make the proper conclusion. Choose the correct answer below.
A.
Fail to rejectFail to reject
Upper H 0H0.
There
isis
sufficient evidence that gender and drop reason are dependent.
B.
RejectReject
Upper H 0H0.
There
is notis not
sufficient evidence that gender and drop reason are dependent.
C.
Fail to rejectFail to reject
Upper H 0H0.
There
is notis not
sufficient evidence that gender and drop reason are dependent.
D.
RejectReject
Upper H 0H0.
There
isis
sufficient evidence that gender and drop reason are dependent.
(c) Construct a conditional distribution of drop reason by gender. Fill in the table below.
CourseCourse |
PersonalPersonal |
WorkWork |
|
---|---|---|---|
Male |
nothing |
nothing |
nothing |
FemaleFemale |
nothing |
nothing |
nothing |
(Round to three decimal places as needed.)
Choose the correct bar graph below.
A.
A side-by-side bar graph has a vertical axis labeled from 0 to 1 in increments of 0.2 and a horizontal axis labeled from left to right with the words "Male" and "Female." The bar graph contains 3 vertical bars above each horizontal axis label; the 3 bars within each set are labeled from left to right as follows: "C," "P," "W." From left to right, the vertical bars in each set have approximate heights as follows, where for each set the horizontal axis label is listed first and individual bar heights are listed from left to right: "Male," 0.38, 0.46, 0.32; "Female," 0.16, 0.32, 0.4. 01MaleFemaleCPWCPW
B.
A side-by-side bar graph has a vertical axis labeled from 0 to 1 in increments of 0.2 and a horizontal axis labeled from left to right with the words "Male" and "Female." The bar graph contains 3 vertical bars above each horizontal axis label; the 3 bars within each set are labeled from left to right as follows: "C," "P," "W." From left to right, the vertical bars in each set have approximate heights as follows, where for each set the horizontal axis label is listed first and individual bar heights are listed from left to right: "Male," 0.32, 0.32, 0.38; "Female," 0.4, 0.46, 0.16. 01MaleFemaleCPWCPW
C.
A side-by-side bar graph has a vertical axis labeled from 0 to 1 in increments of 0.2 and a horizontal axis labeled from left to right with the words "Male" and "Female." The bar graph contains 3 vertical bars above each horizontal axis label; the 3 bars within each set are labeled from left to right as follows: "C," "P," "W." From left to right, the vertical bars in each set have approximate heights as follows, where for each set the horizontal axis label is listed first and individual bar heights are listed from left to right: "Male," 0.4, 0.46, 0.16; "Female," 0.32, 0.32, 0.38. 01MaleFemaleCPWCPW
Gender Reason
F Course
M Work
F Work
M Personal
F Personal
M Personal
M Course
F Personal
F Personal
F Personal
F Work
M Work
M Work
F Course
M Work
F Course
M Personal
F Personal
F Work
M Course
F Course
M Course
M Work
F Course
F Personal
F Course
M Personal
F Course
F Personal
M Course
M Course
M Personal
M Work
F Course
F Personal
F Personal
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ANSWER:
a.
Course | Personal | Work | |
Male | 4 | 5 | 6 |
Female | 8 | 9 | 4 |
b. H0: gender is independent of drop reason.
H1:gender is not independent of drop resaon.
c. Compute X^2 test of independence for the given data.
Observed | Expected, fe=row marginal*column marginal/Total | (Observed-Expected)^2/Expected |
4 | 5 [(15*12)/36] | 0.2 [(4-5)^2/5] |
5 | 5.833 | 0.1190 |
6 | 4.167 | 0.8067 |
8 | 7 | 0.1429 |
9 | 8.167 | 0.0850 |
4 | 5.833 | 0.5762 |
X^2=sigma (Observed-Expected)^2/Expected =1.930 |
d. p value at 2 df [df=(row-1)(column-1)] is 0.381.
e. Reject H0, if p value is less than 0.1. Here, fail to reject H0, p>0.1, and conclude that there is insufficient evidence to cocnclude that gender is not independent of drop reason.
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