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