Question

In: Statistics and Probability

Consider a study that compares the Atkins diet to a conventional diet. A study at the...

Consider a study that compares the Atkins diet to a conventional diet. A study at the University of Pennsylvania selected a sample of 63 subjects from the local population of obese adults. Researchers randomly assigned 33 to the Atkins diet and 30 subjects to a conventional diet. Test whether there is a significant difference in the mean weight loss (measured in pounds) across the two different diet programs.

Using software:

  1. Generate summary statistics (central tendency and variability measures) for the two samples and briefly summarize what they say.

b.         Conduct a test of significance for the difference between the mean sales across the two different locations in the store. Be sure to show the output from the software and interpret the results.

c. Construct a 95% confidence interval for the difference parameter in mean sales and make an interpretation.

d. Finally, are there any other factors, besides where the product is placed, that could possibly influence sales (identify at least 2)? Include a brief explanation of each.

Atkins Conventional
27 26
31 26
34 29
31 24
28 25
32 22
33 27
27 24
34 25
25 28
31 30
26 27
28 25
30 23
26 20
26 22
31 29
34 28
27 21
28 25
33 22
26 24
26 22
30 25
26 29
34 24
25 26
32 21
29 22
33 21
27
29
25

Solutions

Expert Solution

(a)->

Summary statistics

Descriptive Statistics: Atkins, Conventional

Statistics

Variable N N* Mean SE Mean StDev Minimum Q1 Median Q3 Maximum
Atkins 33 0 27.364 0.614 3.525 20.000 25.000 27.000 30.500 34.000
Conventional 30 0 26.767 0.712 3.901 21.000 24.000 26.000 29.000 34.000

(b)->

Two-Sample T-Test and CI: Atkins, Conventional

Method

μ₁: mean of Atkins
µ₂: mean of Conventional
Difference: μ₁ - µ₂

Equal variances are not assumed for this analysis.

Descriptive Statistics

Sample N Mean StDev SE Mean
Atkins 33 27.36 3.53 0.61
Conventional 30 26.77 3.90 0.71

Estimation for Difference

Difference 95% CI for
Difference
0.597 (-1.285, 2.479)

Test

Null hypothesis H₀: μ₁ - µ₂ = 0
Alternative hypothesis H₁: μ₁ - µ₂ ≠ 0
T-Value DF P-Value
0.63 58 0.528

Here P- value is very large value i.e. 0.528. so we don't have sufficient evidence to reject the null hypothesis.

Hence there is no significance difference between the mean sales across the two different locations in the store.

(c)->

95% confidence interval for the difference parameter in mean sales is (-1.285, 2.479).

i.e. the difference between the population mean difference between the two sales across the two different locations is lies between -1.285 and 2.479 with 95% confidence.

(d)->

The possible factors of weight loss other than diet are:

(1) Some samples may loss their weight due to their poor health condition.

(2) Average weight of one location may differ from the other location. and higher the weight, easier to loss the weight. so this may be other factors which affect the weight loss.

(3) Quality of life of different places may be different.


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