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 per million) 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.
ModifyingAbove y with caret=6.2554+ (−0.0023)(Round to four decimal places as needed.)
b. InterpretModifyingAbove beta with caret 0β0and ModifyingAbove beta with caret 1β1 in the words of the problem
Interpret ModifyingAbove beta with caret 0β0 in the words of the problem.
A.The regression coefficient ModifyingAbove beta with caret 0β0 is the estimated sweetness index for orange juice that contains 0 ppm of pectin.
B.The regression coefficient ModifyingAbove beta with caret 0β0 is the estimated increase (or decrease) in amount of pectin (in ppm) for each1-unit increase in sweetness index.Your answer is not correct.
C.The regression coefficient ModifyingAbove beta with caret 0β0 is the estimated amount of pectin (in ppm) for orange juice with a sweetness index of 0.
D.The regression coefficient ModifyingAbove beta with caret 0β0 does not have a practical interpretation.This is the correct answer
.Interpret ModifyingAbove beta with caret 1β1 in the words of the problem.
A.The regression coefficient ModifyingAbove beta with caret 1β1 is the estimated increase (or decrease) in amount of pectin (in ppm) for each1-unit increase in sweetness index.
B.The regression coefficient ModifyingAbove beta with caret 1β1 is the estimated sweetness index for orange juice that contains 0 ppm of pectin.
C.The regression coefficient ModifyingAbove beta with caret 1β1 is the estimated increase (or decrease) in sweetness index for each 1-unit increase in pectin.
D.The regression coefficient ModifyingAbove beta with caret 1β1 does not have a practical interpretation.
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