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2. (17 pts total) Research has shown that people find symmetrical faces more attractive than faces that are not symmetrical.
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Answer #1

From the summary data, we construct the ANOVA for computing the effect size.

We are given with the data :

ps sa ha
7 5 2
5 4 3
6 3 3
5 5 3
M 5.75 4.25 2.75
s 0.957427 0.957427 0.5

1. Calculate the overall mean: \bar{Y}=\frac{\sum \bar{Y}_i}{3}

\bar{Y}=\frac{5.75+4.25+2.75}{3}

\bar{Y}=\frac{12.75}{3}=4.25

2. The sum of squares due to faces: FSS=\sum n_{i}*(\bar{Y}_{i}-\bar{Y})^2


FSS=4*(5.75-4.25)^2+4*(4.25-4.25)^2+4*(2.75-4.25)^2

  FSS=4*(1.5)^2+4*(0)^2+4*(-1.5)^2

  FSS=4*2.25+4*0+4*2.25=18

3. Error sum of squares ESS=\sum (n_{i}-1)s_{i}^2


ESS=(4-1)*0.95^2+(4-1)*0.95^2+(4-1)*0.5^2

  ESS=3*(0.92+0.92+0.25)=6.25

4. Total sum of squares TSS=6.25+18=24.25

We complete the ANOVA table:

Source of Variation SS df MS F P-value F crit
Between Groups 18 2 9 12.96 0.0022 4.2565
Within Groups 6.25 9 0.6944
Total 24.25 11

d. The effect size is given by \eta ^{2}=\frac{Between SS}{Total SS}=\frac{18}{24.25}=0.7423

This indicates that the model could account for 74.23% of the variability in the data.

e. From the ANOVA table, we observe that the calculated value of F >the critical value and so we reject the null hypothesis. Hence, we conclude that there are differences in attractiveness ratings across the three conditions.

f. It is given that HSD is 1.64. We shall form a table of differences to find out the significant difference.

Groups Average Comparison Abs(Diff) HSD Significant or not
ps 5.75 ps vs. sa 1.5 1.64 No
sa 4.25 ps Vs. ha 3 1.64 Yes
ha 2.75 sa Vs. ha 1.5 1.64 No

Among the differences, it is observed that the difference between Perfectly symmetric and highly  asymmetric group is significant.

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