In: Statistics and Probability
Daily Physical Activity |
Very Little Daily Physical Activity |
6 |
8 |
12 |
8 |
8 |
8 |
8 |
8 |
12 |
6 |
7 |
10 |
7 |
10 |
7 |
10 |
13 |
8 |
9 |
9 |
9 |
9 |
10 |
12 |
6 |
7 |
8 |
9 |
7 |
10 |
6 |
12 |
11 |
8 |
11 |
11 |
10 |
7 |
7 |
6 |
6 |
6 |
8 |
8 |
13 |
6 |
13 |
6 |
10 |
10 |
8 |
10 |
8 |
7 |
12 |
7 |
9 |
6 |
12 |
12 |
As the data size is more than 25, I can use statistical software in my work and here I have completed this work using Ms Excel . [If you want the solution by hand or in any other software, do comment; I shall help you with that]
Copy the data along with the labels starting from cell A1.
[STEPS: Go to data, select Data Analysis, select Descriptive statistics; give the input range as $A$1:$B$31, check the checkbox of labels in the first row, and group by columns, summary statistics , give the output range as $D$2 and click on OK]
Daily Physical Activity | Very Little Daily Physical Activity | ||
Mean | 9.1 | Mean | 8.466667 |
Standard Error | 0.424399508 | Standard Error | 0.348175 |
Median | 8.5 | Median | 8 |
Mode | 8 | Mode | 8 |
Standard Deviation | 2.32453184 | Standard Deviation | 1.907035 |
Sample Variance | 5.403448276 | Sample Variance | 3.636782 |
Kurtosis | -1.186484583 | Kurtosis | -0.82558 |
Skewness | 0.346971251 | Skewness | 0.358501 |
Range | 7 | Range | 6 |
Minimum | 6 | Minimum | 6 |
Maximum | 13 | Maximum | 12 |
Sum | 273 | Sum | 254 |
Count | 30 | Count | 30 |
[STEPS TO INSERT THE GRAPH: Select the data, go to Insert, click on Columns , select the first type and click on OK]
From the chart the following observations can be made:
Here the appropriate test will be if we test that Daily Physical Activity is better Very Little Daily Physical Activity . Let the significance level be the usual 0.05.
Let 1 be the mean of the Daily Physical Activity and 2 be the mean of the Very Little Daily Physical Activity. Then we are to test
We conduct two sample t test .
[STEPS: Go to Data option, select Data Analysis, select t test: Two sample assuming unequal variances, give the range of the first variable as $A$1:$A$31 and the range of the second variable as $B$1:$B$31 and check the checkbox of labels and the significance level of 0.05 and give the ouput range as $I$2. Click on OK]
Daily Physical Activity | Very Little Daily Physical Activity | |
Mean | 9.1 | 8.466666667 |
Variance | 5.403448276 | 3.636781609 |
Observations | 30 | 30 |
Hypothesized Mean Difference | 0 | |
df | 56 | |
t Stat | 1.153727479 | |
P(T<=t) one-tail | 0.126756129 | |
t Critical one-tail | 1.672522303 |
Now the p-value is given by 0.449816. Now as the p-value is more than 0.05, we fail to reject the null hypothesis at 5% level of significance and hence we conclude that Daily Physical Activity and Very Little Daily Physical Activity do not differ significantly at 5% level of significance.
Hopefully this will help you. In case of any query, do comment. If you are satisfied with the answer, give it a like. Thanks.