Answer:
Conclusion: Children are overweight after one year are not dependent on the number of sweet drinks consumed
Explanation:
Solution:-
- The hypothesis is to whether or not the child was overweight after the consumption of sweet drink. The sample data is given in the form of a table:
Yes. No
0 22. 930
1. 73. 2071
2. 56. 1681
3<. 102 3386
- The above given is a two way table, comparing the number of sweet drink consumed vs. (yes or no) the children are found to be overweight (dependence).
- State the hypothesis:
Null Hypothesis : Children are overweight after one year are not dependent on the number of sweet drinks consumed.
Alternate Hypothesis : Children are overweight after one year are dependent on the number of sweet drinks consumed.
- Determine the expected table for the given data:
Yes. No Total of row
0 22 930 952
1 73 2071 2144
2 56 1681 1737
3< 102 3386 3488
Total Column 253 8068 Total : 8321
- The expected table would be calculated by using each element of given table:
Element = (Sum of column)*(Sum of Row) / Total
E (X) Yes. No
0 253*952/8321 8068*952/8321
1 253*2144/8321 8068*2144/8321
2 253*1737/8321 8068*1737/8321
3< 253*3488/8321 8068*3488/8321
- Resulting values are tabulated:
E (X) Yes. No
0 28.95 923.05
1 65.188 2078.812
2 52.81 1684.19
3< 106.05 3381.947
- Now determine the Chi-square test statistic:
![X^2 = Sum ( Xi - E(Xi) )^2 / E(X) \\\\X^2 = ( 22 - 28.95 )^2 / 28.95 + ( 930 - 923.05 )^2 / 923.05 + ( 73 - 65.188 )^2 / 65.188\\\\ + ( 2071 - 2078.812 )^2 / 2078.812 + ( 56 - 52.81 )^2 / 52.81 + ( 1681 - 1684.19 )^2 / 1684.19\\\\ + ( 102 - 106.05 )^2 / 106.05 + ( 3386 - 3381.947 )^2 / 3381.947 \\\\X^2 = 1.666 + .052 + .93 + .029 + .192 + .006 + .15 + .004 =3.04\\](https://img.qammunity.org/2021/formulas/mathematics/college/xtgb0nfq4zdyhovrm9xopcm9vahjix07eu.png)
- Then use chi-square look up table t -test and determine the p-value for the rejection of null hypothesis:
Significance level ( α ) = 0.05
Degree of freedom = ( 4 - 1 ) = 3
p-value = 0.25
- The X^2 > 0.25 : Fail to reject the Null hypothesis.
Conclusion: Children are overweight after one year are not dependent on the number of sweet drinks consumed