In: Math
According to the sixth annual survey of employees of advertising agencies, carried out by the company Altschuler, Melvoin & Glasser, these employees can wait another excellent year for their compensation (Adveertising Age, December 1, 1997). To investigate if there is any difference in the annual compensation of artistic directors, suppose you select a random sample of 10 of them from each of four regions: West, South, North and Northeast, and what you want to do the research with 10% of error range.
West | South | North | Northeast |
60.9 | 50.8 | 49.5 | 65.9 |
45.9 | 39.6 | 42.3 | 58.6 |
62.1 | 44.2 | 35.5 | 49.3 |
66.6 | 40.0 | 49.1 | 52.9 |
68.0 | 53.9 | 56.7 | 48.5 |
65.0 | 45.4 | 41.4 | 52.9 |
49.4 | 61.1 | 51.3 | 52.4 |
62.3 | 42.3 | 49.4 | 48.1 |
62.6 | 38.4 | 42.1 | 13.2 |
57.2 | 38.3 |
55.7 |
45.9 |
Sol:
We shall do ANOVA single factor to check whether difference exists
In excel install analysis toolpak and then go to
Data>Data analysis >ANIOVA single factor
you get
Anova: Single Factor | ||||||
SUMMARY | ||||||
Groups | Count | Sum | Average | Variance | ||
West | 10 | 600 | 60 | 52.09333 | ||
South | 10 | 454 | 45.4 | 57.90667 | ||
North | 10 | 473 | 47.3 | 45.94444 | ||
Northeast | 10 | 487.7 | 48.77 | 190.1801 | ||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 1294.227 | 3 | 431.4089 | 4.985592 | 0.005394 | 2.866266 |
Within Groups | 3115.121 | 36 | 86.53114 | |||
Total | 4409.348 | 39 |
Null hypothesis:
All the 4 group means are equal
Alternative hypothesi:
Atleast one of the group means are different.
alpha=0.10
From ANOVA table
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 1294.227 | 3 | 431.4089 | 4.985592 | 0.005394 | 2.866266 |
Within Groups | 3115.121 | 36 | 86.53114 | |||
Total | 4409.348 | 39 |
we get |
we get
F=4.99
p=0.0054
p<0.01
Reject null Hypothesis
Accept alternative hypothesis.
Conclusion:
There is sufficient statistical evidence at 10% level of significance to conclude that there is difference in the annual compensation of artistic directors.