Employees of Axolotl Corporation
- Pages: 2
- Word count: 333
- Category: Corporation Graphic
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Order NowEmployees of Axolotl Corporation were sampled at random from pay records and asked to complete an anonymous job satisfaction survey, yielding the tabulation shown. Research question: at a=.05, is job satisfaction independent of pay category?
Employees;
Satisfied | neutral | dissatisfied | total | |
Pay type salaried | 20 | 13 | 2 | 35 |
Hourly | 135 | 127 | 58 | 320 |
Total | 155 | 140 | 60 | 355 |
Step 1: State the Hypotheses
Job satisfaction is independent of pay category.
Job satisfaction is dependent of pay category.
Step 2: State the Decision Rule
For the pay records contingency table,
r = 2 rows, and c = 3 columns. Therefore degree of freedom is
df = (r – 1)(c – 1) = (2 – 1)(3 – 1) = 2
At α = 0.05 and df = 2 , the right-tail critical value is 5.991.
For α = 0.05in a right-tailed test, the decision rule is:
Reject if > 5.991. Otherwise, do not reject.
Step 3: Calculate the Expected Frequencies
The expected frequency in row j and column k is
Satisfied | Neutral | Dissatisfied | Total | ||
Pay type salaried | Observed | 20 | 13 | 2 | 35 |
Expected | 15.28 | 13.80 | 5.92 | 35.00 | |
Hourly | Observed | 135 | 127 | 58 | 320 |
Expected | 139.72 | 126.20 | 54.08 | 320.00 | |
Total | Observed | 155 | 140 | 60 | 355 |
Expected | 155.00 | 140.00 | 60.00 | 355.00 |
Step 4: Calculate the Test Statistic
Using Excel MegaStat, The chi-square test statistic is = 4.54.
Chi-square Contingency Table Test for Independence | ||||||
Satisfied | Neutral | Dissatisfied | Total | |||
Pay type salaried | Observed | 20 | 13 | 2 | 35 | |
Expected | 15.28 | 13.80 | 5.92 | 35.00 | ||
O – E | 4.72 | -0.80 | -3.92 | 0.00 | ||
(O – E)² / E | 1.46 | 0.05 | 2.59 | 4.10 | ||
Hourly | Observed | 135 | 127 | 58 | 320 | |
Expected | 139.72 | 126.20 | 54.08 | 320.00 | ||
O – E | -4.72 | 0.80 | 3.92 | 0.00 | ||
(O – E)² / E | 0.16 | 0.01 | 0.28 | 0.45 | ||
Total | Observed | 155 | 140 | 60 | 355 | |
Expected | 155.00 | 140.00 | 60.00 | 355.00 | ||
O – E | 0.00 | 0.00 | 0.00 | 0.00 | ||
(O – E)² / E | 1.62 | 0.05 | 2.88 | 4.54 | ||
4.54 | chi-square | |||||
2 | df | |||||
.1032 | p-value |
Step 5: Make the Decision
The test statistic = 4.54 is less than the critical value 5.991.
Decision: Do not reject .
This is also confirmed by p-value (0.1032).
At level of significance, α = 0.05, the data provide sufficient evidence to conclude that job satisfaction is independent of pay category.