Question

In: Statistics and Probability

A study of the effect of television commercials on 12-year-old children measured their attention span, in...

A study of the effect of television commercials on 12-year-old children measured their attention span, in seconds. The commercials were for clothes, food, and toys.

Clothes Food Toys
22 49 50
20 33 53
48 38 42
35 51 55
28 47 63
31 42 53
17 34 48
31 43 58
20 57 47
47 51
44 51
54
  1. Complete the ANOVA table. Use 0.05 significance level. (Round the SS and MS values to 1 decimal place and F value to 2 decimal places.)
  1. Find the values of mean and standard deviation. (Round the mean and standard deviation values to 3 decimal places.)
  1. Is there a difference in the mean attention span of the children for the various commercials?
  1. Are there significant differences between pairs of means?

Solutions

Expert Solution

solutions:

Here we are going to perform one way anova to check there a difference in the mean attention span of the children for the various commercials.

So the procedure for performing one way anova is given below

Conclusion :It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that clothes, food, and toys population means are not equal, at the α=0.05 significance level.

so from above we have

1)Complete the ANOVA table. Use 0.05 significance level. (Round the SS and MS values to 1 decimal place and F value to 2 decimal places.)

ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 2936.0 2 1468.0 25.34 4.31169E-07 3.33
Within Groups 1679.9 29 57.9
Total 4615.9 31

2)

SUMMARY
Groups Count Sum Average Variance
Clothes 9.000 252.000 28.000 94.000
Food 12.000 539.000 44.917 55.720
Toys 11.000 571.000 51.909 31.491

3)

Is there a difference in the mean attention span of the children for the various commercials?

from anova table

Since F cal = 25.34 > F crit =3.33 It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that clothes, food, and toys population means are not equal, at the α=0.05 significance level.

4) Are there significant differences between pairs of means?

If the null hypothesis is computed, you will need to conduct a Post-Hoc test. to check there significant differences between pairs of means?

so we will perform Fisher's LSD to check Fisher's LSD.

so from above table we can the p-values for all pairs are < 0.05 level of significance so we reject null hypothesis and conclude that there significant differences between all pairs of means.


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