2. Researchers are trying to determine if there is a relationship between the average number of Pets (y), the average education level (x₁), and the number siblings (x₂). They look at the following models, model 1 number of pets as a function of education and number of siblings, model 2 number of pets as a function of education, and model 3 number of pets as a function of siblings. Model 1 Model 2 Model 3 Source Model Residual Total Source Model Residual Total Source Model Residual Df 3 15 74.3 18 204.67 SS 130.37 Df SS 2 16 18 Df 2 16 18 119.82 84.85 204.67 MS 43.4567 4.9533 MS 59.91 5.3031 MS 51.39 6.3681 SS 102.78 101.89 Total 204.67 a. What write the three models we consider with this data? b. Given the ANOVA tables for each model, are they valid models C. Given the ANOVA tables and using the extra sum of square to evaluate the models? d. If we also want to include the gender of the person in the model, give one example of a dummy variable setup that would work and confirm it?

Functions and Change: A Modeling Approach to College Algebra (MindTap Course List)
6th Edition
ISBN:9781337111348
Author:Bruce Crauder, Benny Evans, Alan Noell
Publisher:Bruce Crauder, Benny Evans, Alan Noell
Chapter3: Straight Lines And Linear Functions
Section3.3: Modeling Data With Linear Functions
Problem 16E: High School Graduates The following table shows the number, in millions, graduating from high school...
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2. Researchers are trying to determine if there is a relationship between the average number of
Pets (y), the average education level (x₁), and the number siblings (x₂). They look at the
following models, model 1 number of pets as a function of education and number of siblings,
model 2 number of pets as a function of education, and model 3 number of pets as a function of
siblings.
Model 1
Model 2
Model 3
Source
Model
Residual
Total
Source
Model
Residual
Total
Df SS
3
15
18
130.37
74.3
204.67
Df SS
2
16 84.85
18
119.82
204.67
Df SS
2 102.78
16
101.89
18 204.67
MS
43.4567
4.9533
MS
59.91
5.3031
Source
Model
Residual
Total
a. What write the three models we consider with this data?
b. Given the ANOVA tables for each model, are they valid models
C. Given the ANOVA tables and using the extra sum of square to evaluate the models?
d. If we also want to include the gender of the person in the model, give one example of a
dummy variable setup that would work and confirm it?
MS
51.39
6.3681
Transcribed Image Text:2. Researchers are trying to determine if there is a relationship between the average number of Pets (y), the average education level (x₁), and the number siblings (x₂). They look at the following models, model 1 number of pets as a function of education and number of siblings, model 2 number of pets as a function of education, and model 3 number of pets as a function of siblings. Model 1 Model 2 Model 3 Source Model Residual Total Source Model Residual Total Df SS 3 15 18 130.37 74.3 204.67 Df SS 2 16 84.85 18 119.82 204.67 Df SS 2 102.78 16 101.89 18 204.67 MS 43.4567 4.9533 MS 59.91 5.3031 Source Model Residual Total a. What write the three models we consider with this data? b. Given the ANOVA tables for each model, are they valid models C. Given the ANOVA tables and using the extra sum of square to evaluate the models? d. If we also want to include the gender of the person in the model, give one example of a dummy variable setup that would work and confirm it? MS 51.39 6.3681
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