In: Statistics and Probability
Using the six step process and Minitab program complete the test for independence:
Problem Definition: People of differing ages turn to a variety of media to get their news. A study indicated the various age groups receive their news from the media groups shown in the following contingency table.
Medium |
Under 36 years of age |
36-50 years of age |
Above 50 years of age |
Local TV |
107 |
119 |
133 |
National TV |
73 |
102 |
127 |
Radio |
75 |
97 |
109 |
Local Newspaper |
52 |
79 |
107 |
Internet |
95 |
83 |
76 |
Set up your spreadsheet as shown below and do not enter row or column totals (do not include in report). Set alpha at .05
For full points the problem must be setup as follows:
The hypothesis being tested is:
H0: The media source and age are independent
Ha: The media source and age are dependent
The Minitab output is:
Medium | Under 36 years of age | 36-50 years of age | Above 50 years of age | Total | |
Local TV | Observed | 107 | 119 | 133 | 359 |
Expected | 100.64 | 120.17 | 138.19 | 359.00 | |
O - E | 6.36 | -1.17 | -5.19 | 0.00 | |
(O - E)² / E | 0.40 | 0.01 | 0.20 | 0.61 | |
National TV | Observed | 73 | 102 | 127 | 302 |
Expected | 84.66 | 101.09 | 116.25 | 302.00 | |
O - E | -11.66 | 0.91 | 10.75 | 0.00 | |
(O - E)² / E | 1.61 | 0.01 | 0.99 | 2.61 | |
Radio | Observed | 75 | 97 | 109 | 281 |
Expected | 78.77 | 94.06 | 108.17 | 281.00 | |
O - E | -3.77 | 2.94 | 0.83 | 0.00 | |
(O - E)² / E | 0.18 | 0.09 | 0.01 | 0.28 | |
Local Newspaper | Observed | 52 | 79 | 107 | 238 |
Expected | 66.72 | 79.67 | 91.62 | 238.00 | |
O - E | -14.72 | -0.67 | 15.38 | 0.00 | |
(O - E)² / E | 3.25 | 0.01 | 2.58 | 5.84 | |
Internet | Observed | 95 | 83 | 76 | 254 |
Expected | 71.21 | 85.02 | 97.77 | 254.00 | |
O - E | 23.79 | -2.02 | -21.77 | 0.00 | |
(O - E)² / E | 7.95 | 0.05 | 4.85 | 12.85 | |
Total | Observed | 402 | 480 | 552 | 1434 |
Expected | 402.00 | 480.00 | 552.00 | 1434.00 | |
O - E | 0.00 | 0.00 | 0.00 | 0.00 | |
(O - E)² / E | 13.39 | 0.17 | 8.63 | 22.18 | |
15.51 | critical value | ||||
22.18 | chi-square | ||||
8 | df | ||||
.0046 | p-value |
The p-value is 0.0046.
Since the p-value (0.0046) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that the media source and age are dependent.