Question

In: Statistics and Probability

The tensile strength of a paper product is related to the amount of hardwood in the...

  1. The tensile strength of a paper product is related to the amount of hardwood in the pulp. Ten samples are produced in the pilot plant, and the data obtained are shown in the following table.

Strength

Percent Hardwood

Strength

Percent Hardwood

160

10

181

20

171

15

188

25

175

15

193

25

182

20

195

28

184

20

200

30

  1. Find the 95% confidence interval for the mean strength at 10% hardwood, and also the 95% confidence interval for a single observation at 10% hardwood (use software – in Statgraphics check Forecasts in Tables and Graphs).

Solutions

Expert Solution

X Y XY
10 160 1600 100 25600
15 171 2565 225 29241
15 175 2625 225 30625
20 182 3640 400 33124
20 184 3680 400 33856
20 181 3620 400 32761
25 188 4700 625 35344
25 193 4825 625 37249
28 195 5460 784 38025
30 200 6000 900 40000
Ʃx = Ʃy = Ʃxy = Ʃx² = Ʃy² =
208 1829 38715 4684 335825
Sample size, n = 10
x̅ = Ʃx/n = 208/10 = 20.8
y̅ = Ʃy/n = 1829/10 = 182.9
SSxx = Ʃx² - (Ʃx)²/n = 4684 - (208)²/10 = 357.6
SSyy = Ʃy² - (Ʃy)²/n = 335825 - (1829)²/10 = 1300.9
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = 38715 - (208)(1829)/10 = 671.8

Slope, b = SSxy/SSxx = 671.8/357.6 = 1.8786353

y-intercept, a = y̅ -b* x̅ = 182.9 - (1.87864)*20.8 = 143.82438

Regression equation :

ŷ = 143.8244 + (1.8786) x

Predicted value of y at x = 10

ŷ = 143.8244 + (1.8786) * 10 = 162.6107

Significance level, α = 0.05

Critical value, t_c = T.INV.2T(0.05, 8) = 2.306

Sum of Square error, SSE = SSyy -SSxy²/SSxx = 1300.9 - (671.8)²/357.6 = 38.832774

Standard error, se = √(SSE/(n-2)) = √(38.83277/(10-2)) = 2.20320

95% confidence interval for the mean strength at 10% hardwood:

95% confidence interval for a single observation at 10% hardwood:


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