Question
A sociologist examines the relationship between the poverty rate and several socioeconomic factors. For the 50 states and the District of Columbia (n = 51),
A sociologist examines the relationship between the poverty rate and several socioeconomic factors. For the 50 states and the District of Columbia (n = 51), he collects data on the poverty rate (y, in %), the percent of the population with at least a high school education (x1), median income (x2, in $1000s), and the mortality rate per 1,000 residents (x3). He estimates the following model as y = b0 + b1Education + b2Income + b3Mortality + e. The following ANOVA table shows a portion of the regression results.
df
SS
MS
F
Regression
3
417.3
139.1
94.6
Residual
47
69.1
1.47
Total
50
486.4
Coefficients
StandardError
t-stat
p-value
Intercept
60.3
4.8
12.47
1.65E-16
Education
0.43
0.05
7.78
5.45E-10
Income
0.20
0.03
7.75
6.02E-10
Morality
0.08
0.17
0.47
0.6438
The coefficient of determination indicates that ___.
Group of answer choices
a. 14% of the variation in the poverty rate is explained by the regression model.
b. 14% of the variation in median incomes is explained by the sample regression equation.
c. 86% of the variation in the poverty rate is explained by the sample regression equation.
d. 86% of the variation in median incomes is explained by the sample regression equation.
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