In: Statistics and Probability
Based on the statistical data obtained from survivors countries in South America through the Population Reference Bureau (2013) and World Bank (2015), please analyze the relationship between Gross National Product (GNP) and infant mortality rates per 1,000 births.
Country |
GNP Per Capita in 2013(X100) |
Infant Mortality in 2013 |
Argentina |
80.30 |
19.0 |
Bolivia |
10.10 |
61.0 |
Brazil |
46.30 |
33.0 |
Chile |
49.90 |
10.0 |
Colombia |
27.40 |
23.0 |
Ecuador |
15.20 |
32.0 |
Paraguay |
17.60 |
24.0 |
Peru |
24.40 |
40.0 |
Uruguay |
60.70 |
16.0 |
Venezuela |
35.30 |
21.0 |
1. What is the r value for the relationship between the data distributions above?
2. What is the proportion of variance accounted for?
3. In your own words but based on the strength and direction of the relationship you calculated, explain the relationship between Gross National Product and infant mortality.
1.
The provided data are shown in the table below
X | Y |
80.3 | 19 |
10.1 | 61 |
46.3 | 33 |
49.9 | 10 |
27.4 | 23 |
15.2 | 32 |
17.6 | 24 |
24.4 | 40 |
60.7 | 16 |
35.3 | 21 |
Also, the following calculations are needed to compute the correlation coefficient:
X | Y | X*Y | X2 | Y2 | |
80.3 | 19 | 1525.7 | 6448.09 | 361 | |
10.1 | 61 | 616.1 | 102.01 | 3721 | |
46.3 | 33 | 1527.9 | 2143.69 | 1089 | |
49.9 | 10 | 499 | 2490.01 | 100 | |
27.4 | 23 | 630.2 | 750.76 | 529 | |
15.2 | 32 | 486.4 | 231.04 | 1024 | |
17.6 | 24 | 422.4 | 309.76 | 576 | |
24.4 | 40 | 976 | 595.36 | 1600 | |
60.7 | 16 | 971.2 | 3684.49 | 256 | |
35.3 | 21 | 741.3 | 1246.09 | 441 | |
Sum = | 367.2 | 279 | 8396.2 | 18001.3 | 9697 |
The correlation coefficient r is computed using the following expression:
Therefore, based on this information, the sample correlation coefficient is computed as follows
2.
To calculate the proportion of variance accounted for we would rely on the coefficient of determination
Only 39.56% variation is accounted for in the model,
3.
The relationship between Gross National Product and infant mortality shows a negative association which is moderate in nature. They show a moderate linear negative relationship.
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