In: Statistics and Probability
Low-fat or low-carb? Are low-fat diets or low-carb diets more
effective for
weight loss? A sample of 77 subjects went on a low-carbohydrate
diet for six
months. At the end of that time, the sample mean weight loss was
4.7 kilograms
with a sample standard deviation of 7.16 kilograms. A second sample
of 79
subjects went on a low-fat diet. Their sample mean weight loss was
2.6 kilograms
with a standard deviation of 5.90 kilograms. Can you conclude that
the mean
weight loss differs between the two diets? Use α = 0.01.
a) State the hypotheses.
b) Compute the test statistic, t.
c) How many degrees of freedom are there (simple method)?
d) Do you reject H0? Give a concluding statement.
Ho : µ1 - µ2 = 0
Ha : µ1-µ2 ╪ 0
Level of Significance , α =
0.01
Sample #1 ----> successful
mean of sample 1, x̅1= 4.70
standard deviation of sample 1, s1 =
7.16
size of sample 1, n1= 77
Sample #2 ----> unsuccessful
mean of sample 2, x̅2= 2.60
standard deviation of sample 2, s2 =
5.90
size of sample 2, n2= 79
difference in sample means = x̅1-x̅2 =
4.7000 - 2.6 =
2.100
pooled std dev , Sp= √([(n1 - 1)s1² + (n2 -
1)s2²]/(n1+n2-2)) = 6.5522
std error , SE = Sp*√(1/n1+1/n2) =
1.0493
t-statistic = ((x̅1-x̅2)-µd)/SE = (
2.1000 - 0 ) /
1.05 = 2.001
Degree of freedom, DF= n1+n2-2 =
154
p-value = 0.047107
(excel function: =T.DIST.2T(t stat,df) )
Conclusion: p-value>α , Do not reject
null hypothesis
MEAN WEIGHT loss do not differ between two diets
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