A new cereal called Tops is being tested. In the data table that follows, x is the time on the shelf in days and y is the moisture content, measured on a scale of 1 to 10.
Time on shelf (days) 0 6 10 16 24 30 37
Moisture content 2.9 3.2 3.5 3.6 3.9 4.2 4.6
Is the sample correlation coefficient r significant at the 0.05 level? Assume a one-sided (right-tail) alternate hypothesis. Find the equation of the least-squares line. What is the predicted value of the moisture content at 20 days on the shelf? Find a 90% confidence interval for the moisture content in part c above. Find a 90% confidence interval for the expected value of the moisture content at 20 days. Can we conclude, at α = 0.01, that the slope is positive? Why? Find a 95% confidence interval for β0, the y-intercept.
From the given data
Time (X) | Moisture (Y) | X^2 | Y^2 | XY | |
1 | 0 | 2.9 | 0 | 8.41 | 0 |
2 | 6 | 3.2 | 36 | 10.24 | 19.2 |
3 | 10 | 3.5 | 100 | 12.25 | 35 |
4 | 16 | 3.6 | 256 | 12.96 | 57.6 |
5 | 24 | 3.9 | 576 | 15.21 | 93.6 |
6 | 30 | 4.2 | 900 | 17.64 | 126 |
7 | 37 | 4.6 | 1369 | 21.16 | 170.2 |
Total: | 123 | 25.9 | 3237 | 97.87 | 501.6 |
c) The predicted value of the moisture content at 20 days on the shelf is
Y = 2.94044+ 0.04323(20) = 3.805
d) The 95% confidence interval of Y-hat is (3.7284, 3.8816)
e) The 95% prediction interval of Y-hat is (3.5918, 4.0181)
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