In: Statistics and Probability
An experiment about the gender success in Math courses is performed and the following results are obtained. 150 out of 270 male participants could get a grade above 50. On the other hand 135 out of 228 female participants obtained a score above 50. Design and perform a test to see if the difference is statistically significant.
p1: Proportion of males who could get a grade above 50
p2 : Proportion of females who could get a grade above 50
Null hypothesis H0 : Difference in Proportion of grades above 50 between males and females is zero(not significant)
H0 : p1 - p2 = 0
Alternate hypothesis Ha : Difference in Proportion of grades above 50 between males and females is not zero(significant)
H1: p1 - p2 0 - two tailed test
Given,
Given | |
n1 : Sample Size of Sample 1: Number of male participants in the sample | 270 |
n2 : Sample Size of Sample 2 : Number of Female participants in the sample | 228 |
x1 : Number male participants from the sample who could get a grade above 50 | 150 |
x2 : Number female participants from the sample who could get a grade above 50 | 135 |
: Sample Proportion of male participants from the sample who could get a grade above 50 = 150/270 | 0.5556 |
: Sample Proportion of female participants from the sample who could get a grade above 50 = 135/228 | 0.5921 |
Level of Significance | 5% |
test statistic z = -0.8202
For two tailed test :
As P-Value i.e. is greater than Level of significance i.e
(P-value:0.4121 > 0.05:Level of significance); Fail to Reject
Null Hypothesis
There is no sufficient evidence to conclude there is a significant
difference in Proportion of grades above 50 between males and
females