تم الحل ✓
categoryإحصاء
schoolبكالوريوس
event_available2026-07-15
السؤال
Transcribed Image Text:
Questions 5. A scientific foundation wanted to evaluate the relation between y=
salary of researcher (in thousands of dollars), x1= number of years of
experience, x2= an index of publication quality, x3=sex (M=1, F=0) and x4= an
index of success in obtaining grant support. A sample of 35 researchers was
randomly selected. We did a proper analysis and parts of the computer
printout appear below. (2 pts each question)
Predictor
Coef
SE Coef
T
P
Constant
17.85
2.00
8.92
0.0001
Years
1.10
0.36
3.07
0.0032
Papers
0.32
0.037
0.0002
Sex
1.59
0.69
2.32
0.0083
Grants
1.29
0.30
4.32
0.0003
s = 1.75276
R-sq = 92.3%
adj R-sq
91.4% 44.
5.1 The least squares line fitted to the data is:
a) salary = 2.001 + 0.33 x1 +0.04 x2 + 0.69 x3 + 0.30 x4 + &
b) salary 17.85 + 1.10 x1 + 0.32 x2 +
c) salary 2.001 +0.33 x1 +0.04 x2 +
d) salary = 17.85 + 1.10 x1 +0.32 x2 +
5.2 The p-value of the ANOVA F test will be:
1.59 x3 + 1.29 x4 +ε
0.69 x3 + 0.30 x4
1.59 x3 + 1.29 x4
a) very large, because all of the variable are good predictors of salary
b) very small, because all of the variables are good predictors of salary
c) very large, because none of the variables are good predictors of salary
d) very small, because none of the variables are good predictors of salary
5.3. The p-value for testing whether salary increases with years of exp. is:
a) .0001
b) .0032
c) .0064
5.4. The variable that helps the most in predicting salary is:
d) .0016
a) intercept
b) years
5.5 Which of the following gives a 95% CI for ẞi?
a) 17.847± t* (2.002)
c) papers
d) sex
e) grants
b) 17.847± t* (8.915)
d) 1.1031 t* (3.068)
c) 1.1031± t* (.3596)
5.6. How many degrees of freedom does the t* value from the previous question
have?
a) 34
b) 33
c) 30
5.7
d) 4 50
According to the assumptions, what has to have a Normal distribution
and constant variance?
a) researchers
b) years c) variables.
d) residuals
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