The cost of a leading liquid laundry detergent in different sizes is given below.
Size (ounces) | Cost ($) | Cost per ounce |
---|---|---|
16 | 3.99 | |
32 | 4.79 | |
64 | 5.59 | |
200 | 10.99 |
What is the slope of the least squares (best-fit) line? (Round
your answer to three decimal places.)
__________________
Interpret the slope. Choose A or B
A. As the cost of liquid laundry detergent increases by $1, the detergent size increases by this many ounces.
B. As the number of ounces increases by one, the cost of the liquid laundry detergent increases by this many dollars.
The statistical software output for this problem is:
Simple linear regression results:
Dependent Variable: Cost ($)
Independent Variable: Size (ounces)
Cost ($) = 3.5617871 + 0.033374525 Size (ounces)
Sample size: 4
R (correlation coefficient) = 0.99889436
R-sq = 0.99778994
Estimate of error standard deviation: 0.16110361
Parameter estimates:
Parameter | Estimate | Std. Err. | Alternative | DF | T-Stat | P-value |
---|---|---|---|---|---|---|
Intercept | 3.5617871 | 0.11829476 | ? 0 | 2 | 30.109424 | 0.0011 |
Slope | 0.033374525 | 0.0011106632 | ? 0 | 2 | 30.049184 | 0.0011 |
Analysis of variance table for regression
model:
Source | DF | SS | MS | F-stat | P-value |
---|---|---|---|---|---|
Model | 1 | 23.435591 | 23.435591 | 902.95349 | 0.0011 |
Error | 2 | 0.051908745 | 0.025954373 | ||
Total | 3 | 23.4875 |
Hence,
Slope of least sqares line = 0.033
As the number of ounces increases by one, the cost of the liquid laundry detergent increases by this many dollars.
Option B is correct.
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