As a sociologist, you are interested in better understanding what factors impact personal annual income. To explore this topic, you asked participants to report their father’s income as well as their own salaries. What is the correlation between parent and personal income in the sample below?
Case |
Parent Income (in thousands) (X) |
Personal Income (in thousands) (Y) |
1 |
39 |
68 |
2 |
62 |
82 |
3 |
44 |
72 |
4 |
44 |
65 |
5 |
43 |
77 |
6 |
75 |
98 |
7 |
69 |
65 |
8 |
62 |
63 |
9 |
48 |
94 |
10 |
38 |
64 |
Use this table to help you calculate the correlation coefficient.
Case |
X |
Y |
XY |
X2 |
Y2 |
1 |
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2 |
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3 |
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4 |
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5 |
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6 |
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7 |
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8 |
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9 |
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10 |
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∑ |
5. SPxy:
6. SSx:
7. SSy:
8. r:
X | Y | X * Y | X2 | Y2 | Sxx =Σ (Xi - X̅ )2 | Syy = Σ( Yi - Y̅ )2 | Sxy = Σ (Xi - X̅ ) * (Yi - Y̅) | |
39 | 68 | 2652 | 1521 | 4624 | 179.56 | 46.24 | 91.12 | |
62 | 82 | 5084 | 3844 | 6724 | 92.16 | 51.84 | 69.12 | |
44 | 72 | 3168 | 1936 | 5184 | 70.56 | 7.84 | 23.52 | |
44 | 65 | 2860 | 1936 | 4225 | 70.56 | 96.04 | 82.32 | |
43 | 77 | 3311 | 1849 | 5929 | 88.36 | 4.84 | -20.68 | |
75 | 98 | 7350 | 5625 | 9604 | 510.76 | 538.24 | 524.32 | |
69 | 65 | 4485 | 4761 | 4225 | 275.56 | 96.04 | -162.68 | |
62 | 63 | 3906 | 3844 | 3969 | 92.16 | 139.24 | -113.28 | |
48 | 94 | 4512 | 2304 | 8836 | 19.36 | 368.64 | -84.48 | |
38 | 64 | 2432 | 1444 | 4096 | 207.36 | 116.64 | 155.52 | |
Total | 524 | 748 | 39760 | 29064 | 57416 | 1606.4 | 1465.6 | 564.8 |
X̅ = Σ (Xi / n ) = 524/10 = 52.4
Y̅ = Σ (Yi / n ) = 748/10 = 74.8
Sxx = 1606.4
Syy = 1465.6
Sxy = 564.8
r = Sxy / √( Sxx * Syy )
r = 564.8 / √(1606.4 * 1465.6)
r = 0.3681
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