One manufacturer has developed a quantitative index of the "sweetness" of orange juice.(The higher the index, the sweeter the juice). Is there a relationship between the sweetness index and a chemical measure such as the amount of water-soluble pectin (parts permillion) in the orange juice? Data collected on these two variables for 24 production runs at a juice manufacturing plant are shown in the accompanying table. Suppose a manufacturer wants to use simple linear regression to predict the sweetness (y) from the amount of pectin(x).
Run |
Sweetness Index |
Pectin (ppm) |
||||
---|---|---|---|---|---|---|
1 |
5.2 |
220 |
||||
2 |
5.5 |
229 |
||||
3 |
5.9 |
256 |
||||
4 |
5.9 |
209 |
||||
5 |
5.9 |
223 |
||||
6 |
6.1 |
217 |
||||
7 |
5.9 |
230 |
||||
8 |
5.6 |
270 |
||||
9 |
5.7 |
238 |
||||
10 |
5.9 |
214 |
||||
11 |
5.4 |
408 |
||||
12 |
5.6 |
259 |
||||
13 |
5.8 |
304 |
||||
14 |
5.5 |
258 |
||||
15 |
5.3 |
282 |
||||
16 |
5.4 |
383 |
||||
17 |
5.7 |
269 |
||||
18 |
5.4 |
267 |
||||
19 |
5.6 |
225 |
||||
20 |
5.4 |
260 |
||||
21 |
5.9 |
231 |
||||
22 |
5.8 |
218 |
||||
23 |
5.8 |
248 |
||||
24 |
5.9 |
241 |
a. Find the least squares line for the data.
y=6.2554+−(0.0023)x (Round to four decimal places as needed.)
b. Interpret β0 and β1 in the words of the problem.
Interpret β0 in the words of the problem.
A.The regression coefficient β0 is the estimated sweetness index for orange juice that contains 0 ppm of pectin.
B.The regression coefficient β0 is the estimated increase (or decrease) in amount of pectin (in ppm) for each 1-unit increase in sweetness index.
C.The regression coefficient β0 is the estimated amount of pectin (in ppm) for orange juice with a sweetness index of 0.
D.The regression coefficient β0 does not have a practical interpretation.This is the correct answer.
Interpret β1 in the words of the problem.
A.The regression coefficient β1 is the estimated increase (or decrease) in amount of pectin (in ppm) for each 1-unit increase in sweetness index.
B.The regression coefficient β1 is the estimated sweetness index for orange juice that contains 0 ppm of pectin.
C.The regression coefficient β1 is the estimated increase (or decrease) in sweetness index for each 1-unit increase in pectin.This is answer is correct.
D.The regression coefficient β1 does not have a practical interpretation. correct answer
c. Predict the sweetness index if the amount of pectin in the orange juice is 350 ppm.
The predicted sweetness index is ________. (Round to four decimal places as needed.)
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