Question

In: Statistics and Probability

The grades of a class of 9 students on a midterm report (x) and on the...

The grades of a class of 9 students on a midterm report (x) and on the final examination (y) are as follows:
  

x
77 50 71 72 81 94 96 99 67
y
82 66 78 34 47 85 99 99 68
Compute a 95% confidence interval for the mean response mu subscript Y divided by x end subscript when x equals 85.

Solutions

Expert Solution

X Y XY
77 82 6314 5929 6724
50 66 3300 2500 4356
71 78 5538 5041 6084
72 34 2448 5184 1156
81 47 3807 6561 2209
94 85 7990 8836 7225
96 99 9504 9216 9801
99 99 9801 9801 9801
67 68 4556 4489 4624
Ʃx = Ʃy = Ʃxy = Ʃx² = Ʃy² =
707 658 53258 57557 51980
Sample size, n = 9
x̅ = Ʃx/n = 707/9 = 78.55555556
y̅ = Ʃy/n = 658/9 = 73.11111111
SSxx = Ʃx² - (Ʃx)²/n = 57557 - (707)²/9 = 2018.222222
SSyy = Ʃy² - (Ʃy)²/n = 51980 - (658)²/9 = 3872.888889
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = 53258 - (707)(658)/9 = 1568.444444

Sum of Square error, SSE = SSyy -SSxy²/SSxx

= 3872.88889 - (1568.44444)²/2018.22222 = 2653.985466

Standard error, se = √(SSE/(n-2)) = √(2653.98547/(9-2)) = 19.4715

Slope, b = SSxy/SSxx = 1568.44444/2018.22222 = 0.777141599

y-intercept, a = y̅ -b* x̅ = 73.11111 - (0.77714)*78.55556 =    12.06232107

Regression equation :   

ŷ = 12.0623 + (0.7771) x  

Predicted value of y at x =    85

ŷ = 12.0623 + (0.7771) * 85 = 78.1194  

Significance level, α =    0.05

Critical value, t_c = T.INV.2T(0.05, 7) = 2.3646  

95% Confidence interval :  

Lower limit = ŷ - tc*se*√((1/n) + ((x-x̅)²/(SSxx)))

= 78.1194 - 2.3646*19.4715*√((1/9) + ((85 - 78.5556)²/(2018.2222))) = 61.411

Upper limit = ŷ + tc*se*√((1/n) + ((x-x̅)²/(SSxx)))

= 78.1194 + 2.3646*19.4715*√((1/9) + ((85 - 78.5556)²/(2018.2222))) = 94.828


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