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Latx be a random variable that represents the betting average of a professional baseball player Lety be a random variable tha
(c) Verify that s- 1.7295, a - 25.813, and b.64.179. S. 1.7295 a 25.813 D -84.179 (d) Find the predicted percentage of strike
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Answer #1
X Y XY
0.332 2.8 0.9296 0.110224 7.84
0.276 7.7 2.1252 0.076176 59.29
0.34 4 1.36 0.1156 16
0.248 8.6 2.1328 0.061504 73.96
0.367 3.1 1.1377 0.134689 9.61
0.269 11.1 2.9859 0.072361 123.21
Ʃx = 1.832
Ʃy = 37.3
Ʃxy = 10.6712
Ʃx² = 0.570554
Ʃy² = 289.91
Sample size, n = 6
x̅ = Ʃx/n = 1.832/6 = 0.305333333
y̅ = Ʃy/n = 37.3/6 = 6.216666667
SSxx = Ʃx² - (Ʃx)²/n = 0.57055 - (1.832)²/6 = 0.011183333
SSyy = Ʃy² - (Ʃy)²/n = 289.91 - (37.3)²/6 = 58.02833333
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = 10.6712 - (1.832)(37.3)/6 = -0.71773333

Correlation coefficient, r = SSxy/√(SSxx*SSyy) = -0.71773/√(0.01118*58.02833) = -0.8910

b)

Null and alternative hypothesis:

Ho: ρ = 0 ; Ha: ρ ≠ 0

Test statistic :  

t = r*√(n-2)/√(1-r²) = -0.891 *√(6 - 2)/√(1 - -0.891²) = -3.92

df = n-2 = 4

Critical value, t_c = T.INV.2T(0.1, 4) = 2.13

Conclusion:

Reject the null hypothesis. There is sufficient evidence.

d)

Sum of Square error, SSE = SSyy -SSxy²/SSxx = 58.02833 - (-0.71773)²/0.01118 = 11.96504232

Standard error, se = √(SSE/(n-2)) = √(11.96504/(6-2)) = 1.7295

Slope, b = SSxy/SSxx = -0.71773/0.01118 = -64.17884

y-intercept, a = y̅ -b* x̅ = 6.21667 - (-64.17884)*0.30533 = 25.812605

Regression equation :

ŷ = 25.8126 + (-64.1788) x

d)

Predicted value of y at x = 0.332

ŷ = 25.8126 + (-64.1788) * 0.332 = 4.5052

e)

Critical value, t_c = T.INV.2T(0.1, 4) = 2.1318

90% Confidence interval :

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

= 4.5052 - 2.1318*1.7295*√((1/6) + ((0.332 - 0.3053)²/(0.0112))) = 2.74

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

= 4.5052 + 2.1318*1.7295*√((1/6) + ((0.332 - 0.3053)²/(0.0112))) = 6.27

f)

Null and alternative hypothesis:

Ho: β₁ = 0 ; Ha: β₁ ≠ 0

Test statistic:

t = b/(se/√SSxx) = -3.92

df = n-2 = 4

Critical value, t_c = T.INV.2T(0.1, 4) = 2.13

Conclusion:

Reject the null hypothesis. There is sufficient evidence.

g)

90% Confidence interval for slope:

Lower limit = β₁ - tc*se/√SSxx = -64.1788 - 2.1318*1.7295/√0.0112 = -99.04

Upper limit = β₁ + tc*se/√SSxx = -64.1788 + 2.1318*1.7295/√0.0112 = -29.31

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