I need help with this problem.
Fund Raising |
|||
Political Success |
Low |
High |
Totals |
Not Successful |
24 |
6 |
30 |
Successful |
8 |
22 |
30 |
Totals |
32 |
28 |
60 |
fo |
fe |
fo -fe |
(fo -fe)2 |
(fo -fe)2 / fe |
|
No Success & Low Funds |
24 |
||||
Success & Low Funds |
8 |
||||
No Success & High Funds |
6 |
||||
Success & High Funds |
22 |
The following cross-tabulation have been provided. The row and column total have been calculated and they are shown below:
Low | High | Total | |
Not Successful | 24 | 6 | 30 |
Successful | 8 | 22 | 30 |
Total | 32 | 28 | 60 |
The expected values are computed in terms of row and column totals. In fact, the formula is , where R_i corresponds to the total sum of elements in row i, C_j corresponds to the total sum of elements in column j, and T is the grand total. The table below shows the calculations to obtain the table with expected values:
Expected Values | Low | High | Total |
Not Successful | 30 | ||
Successful | 30 | ||
Total | 32 | 28 | 60 |
Based on the observed and expected values, the squared distances can be computed according to the following formula:. The table with squared distances is shown below:
Squared Distances | Low | High |
Not Successful | ||
Successful |
Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
H_0 : The two variables are independent
H_a : The two variables are dependent
This corresponds to a Chi-Square test of independence.
Rejection Region
Based on the information provided, the significance level is α=0.05 , the number of degrees of freedom is df = (2 - 1) \times (2 - 1) = 1.
Test Statistics
The Chi-Squared statistic is computed as follows:
Since it is observed that = 17.143 > = 3.841, it is then concluded that the null hypothesis is rejected.
Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that the two variables are dependent, at the 0.05 significance level.
The corresponding p-value for the test is
fo |
fe |
fo -fe |
(fo -fe)2 |
(fo -fe)2 / fe |
|
No Success & Low Funds | 24 | 16 | 8 | 64 | 4 |
Success & Low Funds | 8 | 16 | -8 | 64 | 4 |
No Success & High Funds |
6 | 14 | -8 | 64 | 4.571 |
Success & High Funds | 22 | 14 | 8 | 64 | 4.571 |
State the null and research hypotheses
H_0 : The two variables are independent
H_a : The two variables are dependent
State the level of significance.
the significance level is α=0.05
State the formula for the test-statistic you will use (and df, if appropriate).
Determine your critical test-statistic score.
= 3.841
Calculate your research test-statistic score.
= 17.143
Interpret your findings in the context of the problem.
the two variables are dependent, at the 0.05 significance level.
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