In: Math
Research Question: Does the
spatial ability differ by biological sex?
(Use Data A)
Null Hypothesis: Spatial ability does not differ by biological sex.
| 
 Female  | 
 Male  | 
|
| 
 X bar  | 
 76.2  | 
 80.5  | 
| 
 s  | 
 12.82  | 
 11.40  | 
| 
 n  | 
 10  | 
 10  | 
Data A: Students’ Spatial Ability
| 
 ID  | 
 Biological Sex  | 
 Spatial Ability  | 
| 
 1= female; 0=male  | 
||
| 
 1  | 
 1  | 
 80  | 
| 
 2  | 
 0  | 
 70  | 
| 
 3  | 
 1  | 
 60  | 
| 
 4  | 
 0  | 
 65  | 
| 
 5  | 
 1  | 
 80  | 
| 
 6  | 
 1  | 
 76  | 
| 
 7  | 
 1  | 
 89  | 
| 
 8  | 
 1  | 
 64  | 
| 
 9  | 
 1  | 
 66  | 
| 
 10  | 
 1  | 
 99  | 
| 
 11  | 
 1  | 
 85  | 
| 
 12  | 
 1  | 
 63  | 
| 
 13  | 
 0  | 
 97  | 
| 
 14  | 
 0  | 
 94  | 
| 
 15  | 
 0  | 
 83  | 
| 
 16  | 
 0  | 
 79  | 
| 
 17  | 
 0  | 
 72  | 
| 
 18  | 
 0  | 
 68  | 
| 
 19  | 
 0  | 
 88  | 
| 
 20  | 
 0  | 
 89  | 
Given that,
mean(x)=76.2
standard deviation , s.d1=12.82
number(n1)=10
y(mean)=80.5
standard deviation, s.d2 =11.4
number(n2)=10
null, Ho: u1 = u2
alternate, H1: u1 != u2
level of significance, α = 0.05
from standard normal table, two tailed t α/2 =2.262
since our test is two-tailed
reject Ho, if to < -2.262 OR if to > 2.262
we use test statistic (t) = (x-y)/sqrt(s.d1^2/n1)+(s.d2^2/n2)
to =76.2-80.5/sqrt((164.3524/10)+(129.96/10))
to =-0.793
| to | =0.793
critical value
the value of |t α| with min (n1-1, n2-1) i.e 9 d.f is 2.262
we got |to| = 0.79262 & | t α | = 2.262
make decision
hence value of |to | < | t α | and here we do not reject
Ho
p-value: two tailed ( double the one tail ) - Ha : ( p != -0.7926 )
= 0.448
hence value of p0.05 < 0.448,here we do not reject Ho
ANSWERS
---------------
null, Ho: u1 = u2
alternate, H1: u1 != u2
D.
test statistic: -0.793
E.
critical value: -2.262 , 2.262
F.
decision: do not reject Ho
p-value: 0.448
we do not have enough evidence to support the claim that the
spatial ability differ by biological sex.
G.
cohens d size =( mean 1 -mean 2)/ standard deviation pooled
standard deviation pooled = sqrt((sd1^2 +sd 2^2)/2)
standard deviation pooled = sqrt((12.82^2 +11.40^2)/2) =
12.1307
cohens d size =( mean 2-mean 1)/ standard deviation pooled
cohens d size =( 80.5-76.2)/ 12.130
cohens d size = 0.354