In: Statistics and Probability
A series of questions on sports and world events was asked of 14 randomly selected young adult naturalized citizens. The results were translated into sports and world ecents "knowledge" scores. The scores were:
Citizen | Sports | World Events |
---|---|---|
J.C. McCarthy | 47 | 49 |
A.N. Baker | 12 | 10 |
B.B. Beebe | 62 | 76 |
L.D. Gaucet | 81 | 92 |
C.A. Jones | 90 | 86 |
J.N. Lopez | 35 | 42 |
A.F. Nissen | 61 | 61 |
L.M. Zaugg | 87 | 75 |
J.B. Simon | 59 | 86 |
J. Goulden | 40 | 61 |
A.A. Fernandez | 87 | 18 |
A.M. Carbo | 16 | 75 |
A.O. Smithy | 50 | 51 |
J.J. Pascal | 60 | 61 |
A: Determine the degree of association between how the citizens ranked with respect to knowledge of sports and how they ranked on world events.
B: At the .05 significance level, is the rank correlation between the sports and world events "knowledge" scores greater than zero?
CORRELATION
( X) | ( Y) | X^2 | Y^2 | X*Y |
47 | 49 | 2209 | 2401 | 2303 |
12 | 10 | 144 | 100 | 120 |
62 | 76 | 3844 | 5776 | 4712 |
81 | 92 | 6561 | 8464 | 7452 |
90 | 86 | 8100 | 7396 | 7740 |
35 | 42 | 1225 | 1764 | 1470 |
61 | 61 | 3721 | 3721 | 3721 |
87 | 75 | 7569 | 5625 | 6525 |
59 | 86 | 3481 | 7396 | 5074 |
40 | 61 | 1600 | 3721 | 2440 |
87 | 18 | 7569 | 324 | 1566 |
16 | 75 | 256 | 5625 | 1200 |
calculation procedure for correlation
sum of (x) = 787
sum of (y) = 843
sum of (x^2) = 52379
sum of (y^2) = 58635
sum of (x*y) = 50533
to caluclate value of r( x,y) = covariance ( x,y ) / sd (x) * sd
(y)
covariance ( x,y ) = [ sum (x*y - N *(sum (x/N) * (sum (y/N)
]/n-1
= 50533 - [ 14 * (787/14) * (843/14) ]/14- 1
= 224.597
and now to calculate r( x,y) = 224.597/
(SQRT(1/14*50533-(1/14*787)^2) ) * (
SQRT(1/14*50533-(1/14*843)^2)
=224.597 / (24.11*23.716)
=0.393
value of correlation is =0.393
& with above we conclude that correlation ( r ) is = 0.3928> 0 ,positive correlation
HYPOTHESIS TEST
Given that,
value of r =0.393
number (n)=14
null, Ho: row(ρ) =0
alternate, H1: row(ρ)>0
level of significance, α = 0.05
from standard normal table,right tailed t α/2 =1.782
since our test is right-tailed
reject Ho, if to > 1.782
we use test statistic (t) = r / sqrt(1-r^2/(n-2))
to=0.393/(sqrt( ( 1-0.393^2 )/(14-2) )
to =1.481
|to | =1.481
critical value
the value of |t α| at los 0.05% is 1.782
we got |to| =1.481 & | t α | =1.782
make decision
hence value of |to | < | t α | and here we do not reject Ho
no evidence that rank correlation between the sports and world events "knowledge" scores greater than zero