Question

In: Statistics and Probability

The admission office of famous university has a policy of offering equal opportunity to all applicants...

The admission office of famous university has a policy of offering equal opportunity to all applicants without regard to religion, race, color, height, weight, marital status, sexual orientation, age or gender. Here are some data on recent admission to the university’s first-year class:

gender admitted not admitted
female 370 130
male 660 297

perform an appropriate statistical procedure to demonstrate a gender bias in admission

Solutions

Expert Solution

We shall perform chisquare test of independence

The null and alternative hypothesis

H0: There is no relationship between gender and admission

Ha :There is a strong relationship between gender and admission

Test statistic

where Oi : observed frequency

Ei : expected frequency

Expected frequency calculation

not admitted admitted total
female 370 130 500
male 660 297 957
total 1030 427 1457

E(370) = 500*1030/1457= 353.47

E(130) = 500-353,47=146.53

etc

The contingency table

not admitted admitted total
female 370(353.47) 130(146.53) 500
male 660(676.53) 297(280.47) 957
total 1030 427 1457

The expected frequencies are in the parenthesis

Calculation of Chi square

Oi Ei (Oi-Ei)^2/Ei
370 353.47 0.7730
130 146.53 1.8647
660 676.53 0.4039
297 280.47 0.9742
total 4.0159

Thus

4.0159

degrees of freedom = (2-1)*(2-1) = 1

Note : degrees of freedom = ( number of rows -1) *( number of columns-1)

Pvalue for 4.0159 with df =1 is given by

P value = 0.0451

Since P value < 0.05

We reject H0

There is sufficient evidence to conclude that there is gender bias in admission.

Note : Excel formula for P value "=CHISQ.DIST.RT(4.0159,1)" or we can use chi square table


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