In: Statistics and Probability
A new low fat/carbohydrate diet was designed to assist with weight loss. From a population of obese people, 100 are randomly selected to go on the new diet, while another 100 are selected to eat a diet of a similar quantity of food but not as low in fats and carbohydrates. The weight loss of each of the 200 people are in the Excel file "Extra HW 1 Diet Study". Use 0.05 significance and answer the following.
Whataretheappropriatehypothesestotestwhetherthereisevidenceforadifferencein mean weight loss between people who eat these diets?
Findtheappropriatet-scoreandP-value.
StatetheconclusionofthetestinanEnglishsentence.
Lowfat | Regular |
8 | 6 |
10 | 6 |
10 | 5 |
12 | 5 |
9 | 2 |
3 | 6 |
11 | 10 |
7 | 3 |
9 | 9 |
2 | 11 |
21 | 14 |
8 | 4 |
9 | 10 |
2 | 13 |
2 | 3 |
20 | 8 |
14 | 8 |
11 | 13 |
15 | 9 |
6 | 3 |
13 | 4 |
8 | 12 |
10 | 6 |
12 | 11 |
1 | 12 |
7 | 9 |
10 | 8 |
13 | 5 |
14 | 8 |
4 | 7 |
8 | 6 |
12 | 2 |
8 | 6 |
10 | 8 |
11 | 5 |
19 | 7 |
0 | 16 |
9 | 18 |
10 | 6 |
4 | 8 |
11 | 13 |
7 | 1 |
14 | 9 |
12 | 8 |
11 | 12 |
12 | 10 |
4 | 6 |
12 | 1 |
9 | 0 |
2 | 13 |
4 | 11 |
3 | 2 |
3 | 8 |
5 | 16 |
9 | 14 |
9 | 4 |
4 | 6 |
3 | 5 |
5 | 12 |
12 | 9 |
3 | 11 |
12 | 6 |
7 | 3 |
13 | 9 |
11 | 9 |
11 | 14 |
13 | 2 |
12 | 10 |
18 | 4 |
9 | 13 |
6 | 8 |
14 | 1 |
14 | 1 |
18 | 4 |
10 | 9 |
11 | 4 |
7 | 1 |
9 | 1 |
7 | 5 |
2 | 6 |
16 | 14 |
16 | 0 |
11 | 7 |
11 | 12 |
3 | 9 |
15 | 5 |
9 | 9 |
5 | 12 |
2 | 7 |
6 | 9 |
5 | 8 |
11 | 9 |
14 | 8 |
11 | 10 |
6 | 5 |
9 | 8 |
4 | 0 |
17 | 3 |
20 | 4 |
10 | 8 |
Sol:
perform t test for difference in means in excel
Install analysis toolapk in excel
Go to Data >Data analysis>T test assuming un equal variances we get
select the variable range
clcik ok
Output:
t-Test: Two-Sample Assuming Unequal Variances | ||
Lowfat | Regular | |
Mean | 9.31 | 7.4 |
Variance | 21.79182 | 16.28283 |
Observations | 100 | 100 |
Hypothesized Mean Difference | 0 | |
df | 194 | |
t Stat | 3.09539 | |
P(T<=t) one-tail | 0.001128 | |
t Critical one-tail | 1.652746 | |
P(T<=t) two-tail | 0.002256 | |
t Critical two-tail | 1.972268 |
Ho:
Ha:
exists a differencei n mean weight loss between people who eat these diets
alpha=0.05
From output;
t statistic=3.09539
df=194
p=0.002256
p<alpha
Reject Null hypothesis
Accept alternative hypothesis
Conclusion:
There is suffcient evidence at 5% level of significance to conclude that there a difference in mean weight loss between people who eat these diets.
In plain english it means
A new low fat/carbohydrate diet designed to assist with weight loss is suucessful,it can help with weight loss.