Question

In: Statistics and Probability

CORRELATION 1. A researcher is interested in how self-efficacy in statistics (how well you feel you...

CORRELATION

1. A researcher is interested in how self-efficacy in statistics (how well you feel you can do statistics) is related to life enjoyment. He has his participants take a self-efficacy questionnaire and then a life enjoyment questionnaire. Both measures are on an 11-point scale. The data is as follows:

participant stats self-efficacy life enjoyment
A 10 11
B 9 10
C 10 11
D 11 11
E 2 3
F 10 10
G 11 10
H 10 9
I 9 8
J 10 11

b. What are the null and research hypotheses?
c. What is the mean of X?
What is the mean of Y?
Find the deviances for both groups. (X – My) and (Y – My)
Multiply the deviances like in the lecture
Sum these.
What number do you get? ___________________________
This is the numerator
Square the deviances in X and Y
What is the Sum of Squares of X?
What is the Sum of Squares of Y?
What do you get when you multiply SSx and SSy? _______________________________
Take the square root of that ____________________________
This is your denominator
d. What is r? ______________________
e. What is the critical value? ___________________________________
f. What is your decision? ______________________________

Solutions

Expert Solution

x y (x-x̅)² (y-ȳ)² (x-x̅)(y-ȳ)
10 11 0.64 2.56 1.28
9 10 0.04 0.36 -0.12
10 11 0.64 2.56 1.28
11 11 3.24 2.56 2.88
2 3 51.84 40.96 46.08
10 10 0.64 0.36 0.48
11 10 3.24 0.36 1.08
10 9 0.64 0.16 -0.32
9 8 0.04 1.96 0.28
10 11 0.64 2.56 1.28

sample size ,   n =   10      
here, x̅ = Σx / n=   9.20   ,     ȳ = Σy/n =   9.40
              

ΣX ΣY Σ(x-x̅)² Σ(y-ȳ)² Σ(x-x̅)(y-ȳ)
total sum 92 94 61.6 54.4 54.20
mean 9.20 9.40 SSxx SSyy SSxy

correlation coefficient ,    r = Sxy/√(Sx.Sy) =   0.9363
..........

correlation hypothesis test      
Ho:   ρ = 0  

Ha:   ρ ╪ 0  
n=   10  
alpha,α =    0.05  
correlation , r=   0.9363  
t-test statistic = r*√(n-2)/√(1-r²) =        7.540
DF=n-2 =   8

  
critical t-value =    2.3060  

Decison:  test stat > critical value, So, Reject Ho  

.................

THANKS

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