In: Statistics and Probability
The ages (in years) of seven men and their systolic blood pressures (BP) are given below.
Age |
16 |
25 |
39 |
45 |
49 |
64 |
70 |
B.P. |
109 |
122 |
143 |
132 |
199 |
185 |
199 |
As age increases does blood pressures increase? Test at
alphaα
= 0.05, level of significance?
Hypotheses
What are the null and alternative hypothesis?
(Use the tool pallette for symbols.)
nothing
= nothing
nothing
nothing
nothing
Calculate the Test Statistic and P-value.
Test Statistic
nothing
= nothing
P-value p = nothing
Test result
P-value
nothing
alphaα
A.Reject
Upper H 0H0.
B.Do not reject
Upper H 0H0.
Choose the correct conclusion below, with respect to the claim.
A.
There's no correlation between age and blood pressures.
B.
There's a negative correlation between age and blood pressures.
C.
There's some correlation between age and blood pressures.
D.
There's a positive correlation between age and blood pressures.
Click to select your answer(s).
( X) | ( Y) | X^2 | Y^2 | X*Y |
16 | 109 | 256 | 11881 | 1744 |
25 | 122 | 625 | 14884 | 3050 |
39 | 143 | 1521 | 20449 | 5577 |
45 | 132 | 2025 | 17424 | 5940 |
49 | 199 | 2401 | 39601 | 9751 |
64 | 185 | 4096 | 34225 | 11840 |
70 | 199 | 4900 | 39601 | 13930 |
calculation procedure for correlation
sum of (x) = ∑x = 308
sum of (y) = ∑y = 1089
sum of (x^2)= ∑x^2 = 15824
sum of (y^2)= ∑y^2 = 178065
sum of (x*y)= ∑x*y = 51832
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
= 51832 - [ 7 * (308/7) * (1089/7) ]/7- 1
= 559.429
and now to calculate r( x,y) = 559.429/
(SQRT(1/7*51832-(1/7*308)^2) ) * (
SQRT(1/7*51832-(1/7*1089)^2)
=559.429 / (18.016*35.148)
=0.883
value of correlation is =0.883
coefficient of determination = r^2 = 0.781
properties of correlation
1. If r = 1 Corrlation is called Perfect Positive Correlation
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 = 0.8835>
0 ,perfect positive correlation
Given that,
value of r =0.883
number (n)=7
null, Ho: ρ =0
alternate, H1: ρ!=0
level of significance, α = 0.05
from standard normal table, two tailed t α/2 =2.571
since our test is two-tailed
reject Ho, if to < -2.571 OR if to > 2.571
we use test statistic (t) = r / sqrt(1-r^2/(n-2))
to=0.883/(sqrt( ( 1-0.883^2 )/(7-2) )
to =4.207
|to | =4.207
critical value
the value of |t α| at los 0.05% is 2.571
we got |to| =4.207 & | t α | =2.571
make decision
hence value of | to | > | t α| and here we reject Ho
ANSWERS
---------------
null, Ho: ρ =0
alternate, H1: ρ!=0
test statistic: 4.207
critical value: -2.571 , 2.571
decision: reject Ho
p value is 0.008436 =0.0085
we have enough evidence to support the claim that There's a
positive correlation between age and blood pressures.
option:D