In: Statistics and Probability
Marital Happiness |
||||
Income |
Not Happy |
Pretty Happy |
Very Happy |
Totals |
Above Average |
123 |
105 |
7 |
235 |
Average |
291 |
151 |
17 |
459 |
Below Average |
172 |
83 |
6 |
261 |
Totals |
586 |
339 |
30 |
955 |
Conduct an appropriate test to determine whether or not there is a statistically significant association between marital happiness and income at the 5% significance level.
e)
Based on the significance level at which you are testing, what is (are) the critical value(s) for the test?
Level of significance = 5%
Critical value = 9.488
f).
Marital happiness | ||||
Income | Not happy | Pretty happy | Very happy | |
Above average | 123 | 105 | 7 | 235 |
Average | 291 | 151 | 17 | 459 |
Below average | 172 | 83 | 6 | 261 |
Totals | 586 | 339 | 30 | 955 |
Expected frequencies | ||||
144.199 | 83.41885 | 7.382199 | ||
281.6482 | 162.933 | 14.41885 | ||
160.1529 | 92.64817 | 8.198953 | ||
955 | ||||
(Oi-Ei)^2/Ei | ||||
3.116497 | 5.583224 | 0.019788 | ||
0.310518 | 0.873955 | 0.462058 | ||
0.876377 | 1.004738 | 0.589757 | ||
Test statistic | = | 12.83691 |
g).
Calculate the corresponding p-value from the appropriate table or online calculator.
Pvalue = 0.012
h What conclusions can you draw from the hypothesis test? Be sure to comment on evidence from both the test statistic and p-value.
Test statistic is > critical value and pvalue < 0.05
Hence Ho is rejected
WE can conclude that marital status is dependent on income
Excel calculations are as follows
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