9. Dr. I. Feilgute is a psychologist interested in studying the relationship between self-esteem and grades. Below are data indicating students’ self-esteem scores and their average grades.
A. Graph these data.
B. From the results shown below, use Pearson’s “r” test to determine whether there is a significant relationship between these two variables.
C. How much variability is explained by the correlation?
D. How would you explain the possible causal relationships between these two variables?
self-esteem scores average grade
42 63
101 94
56 90
31 53
24 68
79 92
SS= 4397.50 SS= 1535.33
At 5% significance, critical value =0.757
As correl>0.757, we say the correlation is significant.
c)Variability=correlation^2=0.844*0.844=0.7123
Hence 71.23% variability is explained.
d)The relationship appears to be strong and positively directioned. In general, one can say that if one is prepared for an exam, the person would have a good self esteem and would also get good grades.
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