Question

In: Math

1) What is the sum ∑ X Y? 2) What is the Pearson correlation coefficient (r)...

1) What is the sum ∑ X Y?

2) What is the Pearson correlation coefficient (r) for the data below?

3)If you were to test the Pearson correlation coefficient for significance, what would be the critical value of t (alpha=.05)?

4) If you were to test the Pearson correlation coefficient for significance, what would be the computed value of t (alpha=.05)?

5)If you were to test the Pearson correlation coefficient for significance, what would be your conclusion (alpha=.05)?

6) For the data below, what is the value of "b" for the regression equation?

7)For the data below, what is the value of "a" for the regression equation?

8)For the data below, what is the IQ of the son if the father has an IQ of 100?

9)For the data below, what is the IQ of the son if the father has an IQ of 90?

10) For the data below, what is the IQ of the son if the father has an IQ of 80

11) For the data below, what is the standard error of the estimate for the previous predictions

Family Father Son
120 121
110 105
120 125
92 87
85 92
72 90
107 110
115 122
155 133
90 123

Solutions

Expert Solution

X Y XY
120 121 14520 14400 14641
110 105 11550 12100 11025
120 125 15000 14400 15625
92 87 8004 8464 7569
85 92 7820 7225 8464
72 90 6480 5184 8100
107 110 11770 11449 12100
115 122 14030 13225 14884
155 133 20615 24025 17689
90 123 11070 8100 15129
Ʃx = Ʃy = Ʃxy = Ʃx² = Ʃy² =
1066 1108 120859 118572 125226
Sample size, n = 10
x̅ = Ʃx/n = 1066/10 = 106.6
y̅ = Ʃy/n = 1108/10 = 110.8
SSxx = Ʃx² - (Ʃx)²/n = 118572 - (1066)²/10 = 4936.4
SSyy = Ʃy² - (Ʃy)²/n = 125226 - (1108)²/10 = 2459.6
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = 120859 - (1066)(1108)/10 = 2746.2

1) Ʃxy = 120859

2) Correlation coefficient, r = SSxy/√(SSxx*SSyy) = 2746.2/√(4936.4*2459.6) = 0.7881

3) df = n-2 = 8

Critical value, t_c = T.INV.2T(0.05, 8) = 2.3060

4) t = r*√(n-2)/√(1-r²) = 0.7881 *√(10 - 2)/√(1 - 0.7881²) = 3.6216

5) Conclusion :

t = 3.8216 > 2.3060, Reject the null hypothesis. There is a correlation between x and y.

6) Slope, b = SSxy/SSxx = 2746.2/4936.4 = 0.55632

7) y-intercept, a = y̅ -b* x̅ = 110.8 - (0.55632)*106.6 = 51.49668

8) Predicted value of y at x =    100

ŷ = 51.4967 + (0.5563) * 100 = 107.13  

9) Predicted value of y at x =    90

ŷ = 51.4967 + (0.5563) * 90 = 101.57   

10) Predicted value of y at x =    80

ŷ = 51.4967 + (0.5563) * 80 = 96.00

11)Sum of Square error, SSE = SSyy -SSxy²/SSxx = 2459.6 - (2746.2)²/4936.4 = 931.84406

Standard error of estimate, se = √(SSE/(n-2)) = √(931.84406/(10-2)) = 10.79261


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