1) what are the two dimensions that we use to interpret a correlation? How are t
ID: 3362170 • Letter: 1
Question
1) what are the two dimensions that we use to interpret a correlation? How are these represented by the correlation coefficient?
2) based on the correlation coefficient, interpret the relationship between the number of slurpees consumed and the number of burpees completed.
3) using an alpha level of .05, interpret the "significance" of your outcome. Was it significant? Accept or reject the null hypothesis?
4) describe the relationship between the coefficient of determination and the coefficient of alienation. What do these coefficients tell us?
3. Using the numbers provided below, calculate the correlation coefficient #of Slurpees(X)-1. # Burpees (Y) X Y Patrick Alan Carson Asher Martin Daniel Sum () 2 9 12 6 15 2 2
Explanation / Answer
Question 1.
calculation procedure for correlation
sum of (x) = x = 12
sum of (y) = y = 51
sum of (x^2)= x^2 = 28
sum of (y^2)= y^2 = 539
sum of (x*y)= x*y = 84
to caluclate value of r( x,y) = covariance ( x,y ) / sd (x) * sd (y)
covariance ( x,y ) = [ x*y - N *(x/N) * (y/N) ]/n-1
= 84 - [ 6 * (12/6) * (51/6) ]/6- 1
= -3
and now to calculate r( x,y) = -3/ (SQRT(1/6*84-(1/6*12)^2) ) * ( SQRT(1/6*84-(1/6*51)^2)
=-3 / (0.816*4.193)
= -0.876
value of correlation is =-0.876
Question 2.
properties of correlation
1. If r = 1 Corrlation is called Perfect Positive Corrlelation
2. If r = -1 Correlation is called Perfect Negative Correlation
3. If r = 0 Correlation is called Zero Correlation
& with above we conclude that correlation ( r ) is = -0.8768< 0, perfect nagative correlation
Question 3.
Given that,
value of r =-0.876
number (n)=6
null, Ho: =0
alternate, H1: !=0
level of significance, = 0.05
from standard normal table, two tailed t /2 =2.776
since our test is two-tailed
reject Ho, if to < -2.776 OR if to > 2.776
we use test statistic (t) = r / sqrt(1-r^2/(n-2))
to=-0.876/(sqrt( ( 1--0.876^2 )/(6-2) )
to =-3.63
|to | =3.63
critical value
the value of |t | at los 0.05% is 2.776
we got |to| =3.63 & | t | =2.776
make decision
hence value of | to | > | t | and here we reject Ho
ANSWERS
---------------
null, Ho: =0
alternate, H1: !=0
test statistic: -3.63
critical value: -2.776 , 2.776
decision: reject Ho
Q4.
coeffcient of determination = ( correlation coeffcient)^2
coeffcient of determination = r^2 = 0.768
( X) ( Y) X^2 Y^2 X*Y 3 7 9 49 21 2 9 4 81 18 1 12 1 144 12 2 6 4 36 12 1 15 1 225 15 3 2 9 4 6Related Questions
Navigate
Integrity-first tutoring: explanations and feedback only — we do not complete graded work. Learn more.