In: Statistics and Probability
Listed below are the IQ scores of identical twins that were adopted and raised apart. One Twin Other Twin 90 95 99 101 105 106 109 103 111 113 98 100 89 92 115 116 100 102 107 104 110 112 102 101 98 99 92 94 100 101 111 112 117 120 102 99 95 93 105 107
Predict the IQ of the 2nd twin if the IQ of the 1st twin was 118.
Round your answer to 3 decimal places.
Solution:
Here, we have to predict the IQ score of the second twin if the IQ score of the first twin was 118.
First of all we have to find the regression equation for the prediction of the IQ score of the second twin. The regression output by using Excel data analysis is given as below:
SUMMARY OUTPUT |
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Regression Statistics |
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Multiple R |
0.94806221 |
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R Square |
0.898821953 |
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Adjusted R Square |
0.893200951 |
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Standard Error |
2.554600556 |
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Observations |
20 |
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ANOVA |
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df |
SS |
MS |
F |
Significance F |
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Regression |
1 |
1043.532288 |
1043.532 |
159.9042 |
2.16172E-10 |
|
Residual |
18 |
117.467712 |
6.525984 |
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Total |
19 |
1161 |
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Coefficients |
Standard Error |
t Stat |
P-value |
Lower 95% |
Upper 95% |
|
Intercept |
8.148339179 |
7.562073884 |
1.077527 |
0.295474 |
-7.738988488 |
24.03566685 |
First twin |
0.927996699 |
0.073386553 |
12.64532 |
2.16E-10 |
0.773817273 |
1.082176125 |
From above regression output, the regression equation for the prediction of IQ score of second twin is given as below:
Y = 8.1483 + 0.9280*X
IQ of second twin = 8.148339179 + 0.927996699*IQ of first twin
We are given
IQ of first twin = 118
IQ of second twin = 8.1483 + 0.9280*118
IQ of second twin = 117.652
Predicted IQ score of second twin = 117.652