In: Statistics and Probability
Is the length of time of unemployment related to the type of industry? A random sample of unemployed workers from three different work sectors yielded the following data. Perform a hypothesis test at 0.10 level of significance to determine if there is a relationship.
Less than 5 weeks | 5-14 weeks | 15-26 weeks | |
Transportation | 80 | 107 | 84 |
Information | 56 | 55 | 51 |
Financial | 86 | 111 | 112 |
What are the expected numbers? (round to 3 decimal places)
Less than 5 weeks | 5-14 weeks | 15-26 weeks | |
Transportation | |||
Information | |||
Financial |
The hypotheses are
H0:H0: The length of unemployment is independent of the type of industry.
HA:HA: The length of unemployment is dependent of the type of industry. (claim)
Since αα = 0.10 the critical value is 7.779
The test value is: (round to 3 decimal places)
The p-value is (round to 3 decimal places)
So the decision is to
Thus the final conclusion is
The Expected value data are in the table below. Each Cell = Row total * Column Total/N. N = 742
The degrees of freedom, df = (r – 1) * (c -1) = (3 - 1) * (3 - 1) = 4
Expected | ||||
<5 | 5-14' | 15-26 | Total | |
Transportation | 81.081 | 99.708 | 90.212 | 271 |
Information | 48.469 | 59.604 | 53.927 | 162 |
Financial | 92.450 | 113.689 | 102.861 | 309 |
Total | 222 | 273 | 247 | 742 |
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The Test Statistic: The table below gives the calculation of .
# | Observed | Expected | (O-E) | (O-E)2 | (O-E)2/E |
1 | 80 | 81.081 | -1.0809 | 1.168345 | 0.0144 |
2 | 56 | 48.469 | 7.531 | 56.71596 | 1.1701 |
3 | 86 | 92.450 | -6.4501 | 41.60379 | 0.4500 |
4 | 107 | 99.708 | 7.2925 | 53.18056 | 0.5334 |
5 | 55 | 59.604 | -4.6038 | 21.19497 | 0.3556 |
6 | 111 | 113.689 | -2.6887 | 7.229108 | 0.0636 |
7 | 84 | 90.212 | -6.2116 | 38.58397 | 0.4277 |
8 | 51 | 53.927 | -2.9272 | 8.5685 | 0.1589 |
9 | 112 | 102.861 | 9.1388 | 83.51767 | 0.8119 |
Total | 3.986 |
test = 3.986
The p value: The p value at test = 3.986, df = 4; P value = 0.408
The Decision: Since p value is > (0.10), Do Not Reject H0.
The Conclusion: Option 2: There is not enough evidence to support the claim that the length of unemployment is dependent of the type of industry.