In: Statistics and Probability
male |
1st Systolic |
1st Diastolic |
2nd Systolic |
2nd Diastolic |
1 |
132 |
74 |
132 |
82 |
2 |
108 |
70 |
108 |
74 |
3 |
124 |
78 |
134 |
78 |
4 |
116 |
42 |
116 |
48 |
5 |
118 |
76 |
116 |
70 |
6 |
128 |
80 |
128 |
80 |
7 |
132 |
90 |
130 |
92 |
8 |
106 |
64 |
110 |
64 |
female |
||||
1 |
168 |
46 |
156 |
52 |
2 |
198 |
82 |
192 |
84 |
3 |
110 |
74 |
110 |
76 |
4 |
170 |
94 |
168 |
100 |
5 |
142 |
58 |
140 |
52 |
6 |
168 |
52 |
172 |
54 |
7 |
90 |
32 |
82 |
0 |
Above are two readings of systolic and diastolic blood pressures taken from 15 individuals. Test the hypothesis that there is a significant difference between the first and second readings for systolic blood pressure (both sexes combined), with an α of 0.05. What test would be most appropriate and why? Is the result significant? State your conclusions.
Here, we have to use two way ANOVA (Analysis of variance) because here we have to find the SIgnificant difference of interaction effects between both sex (male-female) & first and second readings for systolic blood pressure. It is possible to interpret that there is any significant difference between the two factors using Two way ANOVA .
Hypothesis:-
H0: There is no interaction between the
individual Sex and which first and second readings for systolic
blood pressure.
H1: There is interaction between the individual Sex and
which first and second readings for systolic blood pressure.
ANOVA Table:- By using Minitab software,
Source | DF | Seq SS | Contribution | Adj SS | Adj MS | F value | p Value |
Sex | 1 | 5222.3 | 21.60% | 5222.3 | 5222.29 | 7.44 | 0.011 |
Stage | 1 | 8.5 | 0.04% | 8.5 | 8.53 | 0.01 | 0.913 |
Error | 27 | 18944.6 | 78.36% | 18944.6 | 701.65 | ~ | ~ |
Lack-of-Fit (Interaction) | 1 | 46.0 | 0.19% | 46.0 | 46.00 | 0.06 | 0.803 |
Pure | Error | 26 | 18898.6 | 78.17% | 18898.6 | 726.87 | ~ |
Total | 29 | 24175.5 | 100.00% | ~ | ~ | ~ | ~ |
Conclusion:-
Here p value of interaction effects of both factor is greater than the given level of significance α=0.05. Hence, we accept the null hypothesis.
Interpretation:-
There is a significant difference between the first and second readings for systolic blood pressure (both sexes combined), with an α of 0.05.