Question
For Questions 11-16, refer to the following information: The sinking of the Titanic in 1912 was one of the defining moments of the 20thcentury and
For Questions 11-16, refer to the following information: The sinking of the Titanic in 1912 was one of the defining moments of the 20thcentury and books are still being written about the episode. Researchers have often been interested in knowing what characteristics influenced the probability that someone survived the sinking as this might offer clues to prevent such a disaster in the future. We have a large dataset of ship passengers and are interested in determining which factors predict whether someone survived the sinking (Survive: Yes, No), including age (Age: Adult, Child), sex (Sex: Male, Female), and cabin class on ship (Class: Crew, First, Second, Third). We will use a 0.05 significance level throughout. We need to help the researchers decipher their results.
Question 11
What type of analysis seems most appropriate here?(1 point)
Select one:
a. Simple linear regression
b. Multiple linear regression
c. One-way ANOVA
d. ANCOVA
e. Logistic regression
For Questions 12-17, use the following excerpted SAS output (assume Survive = 1 is the outcome of interest):
Testing Global Null Hypothesis: BETA=0
Test
Chi-Square
DF
Pr>ChiSq
Likelihood Ratio
559.3956
5
<.0001
Score
556.7267
5
<.0001
Wald
402.3282
5
<.0001
Type 3 Analysis of Effects
Effect
DF
Wald
Chi-Square
Pr>ChiSq
Class
3
108.2432
<.0001
Age
1
18.9236
<.0001
Sex
1
297.0678
<.0001
Analysis of Maximum Likelihood Estimates
Parameter
DF
Estimate
Standard
Error
Wald
Chi-Square
Pr>ChiSq
Intercept
1
-1.0924
0.2370
21.2406
<.0001
Class
Crew
1
0.9201
0.1486
38.3441
<.0001
Class
First
1
1.7778
0.1716
107.3697
<.0001
Class
Second
1
0.7597
0.1764
18.5558
<.0001
Age
Adult
1
-1.0615
0.2440
18.9236
<.0001
Sex
Female
1
2.4201
0.1404
297.0678
<.0001
Q 12
Question 12
What is the value of the test statistic used to test the omnibus null hypothesis?(1 point)
Select one:
a. 559.3956
b. 556.7267
c. 402.3282
d. 18.9236
e. 108.2432
f. All of the above
g. a, b, and c only
Q 13
Question 13
What conclusion should you make about the omnibus null hypothesis based on the given data?(1 point)
Select one:
a. Since p-value < 0.05 we reject the omnibusand conclude that at least one of the independent variables is significantly associated with the probability of surviving.
b. Since p-value < 0.05 we reject the omnibusand conclude that all of the independent variables are significantly associated with the probability of surviving.
c. Since p-value < 0.05 we fail to reject the omnibusand conclude that none of the independent variables are significantly associated with the probability of surviving.
d. Since p-value < 0.05 we fail to reject the omnibusand conclude that at least one of the independent variables is significantly associated with the probability of surviving.
e. Since p-value < 0.05 we fail to reject the omnibusand conclude that all of the independent variables are significantly associated with the probability of surviving.
Q 14
Question 14
Are there reference cells for this problem? If so, what are they?(1 point)
Select one:
a. There are no reference cells
b. Yes, the reference cells are crew class, female gender, and adult age
c. Yes, the reference cells are third class, male gender, and child age
d. Yes, the reference cells are third class, female gender, and adult age
e. Yes, the reference cells are crew class, male gender, and child age
Q 15
Question 15
How many dummy variables are needed for the variable Class?(1 point)
Select one:
a. 4
b. 3
c. 2
d. 1
e. No dummy variables are needed here
Q 16
Question 16
What is the odds ratio comparing crew class passengers to third class passengers assuming age and gender are held constant?(1 point)
Select one:
a. 0.9201
b. 108.24
c. 2.51
d. 1.78
e. -1.09
Q 17
Question 17
What is the odds ratio and appropriate interpretation for comparing male passengers to female passengers assuming class and age are help constant?(2 points)
Select one:
a. Female passengers had 2.42 times the odds of surviving the sinking compared to male passengers holding age and cabin class constant.
b. Male passengers had 2.42 times the odds of surviving the sinking compared to female passengers holding age and cabin class constant.
c. Male passengers had 11.25 times the odds of surviving the sinking compared to female passengers holding age and cabin class constant.
d. Female passengers had 11.25 times the odds of surviving the sinking compared to male passengers holding age and cabin class constant.
e. Cannot be determined based on the information provided
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