There are 33 students in JJHSs 9th grade Algebra class. 14 of these students are
ID: 2926191 • Letter: T
Question
There are 33 students in JJHSs 9th grade Algebra class. 14 of these students are female and 19 are male. 8 students from the class are randomly selected for automatic As. Let X = the number of selected students who are female.
d. What is the expected value of X?
e. What is the standard deviation of X?
f. What is the probability that X is within 1 standard deviation of its expected value?
g. If we select the students in the class one by one until we select a female then what is the probability that we have to select more than 3 students?
Explanation / Answer
This is case of hypergeometric distribution a population consists of N items, k of which are successes. And a random sample drawn from that population consists of n items, x of which are successes.
Here the population consists of N = 33 students, k = 14 of which are successes (female students). And a random sample drawn from that population consists of n = 8 students, X of which are successes. So, X follows hypergeometric distribution.
d.
The mean of the hypergeometric distribution is equal to n * k / N .
So, expected value of X = 8 * 14 / 33 = 3.39
e.
The variance of the hypergeometric distribution is equal to n * k * ( N - k ) * ( N - n ) / [ N2 * ( N - 1 ) ]
So, variance of X = 8 * 14 * ( 33 - 14 ) * ( 33 - 8 ) / [ 332 * ( 33 - 1 ) ] = 1.527
standard deviation of X = sqrt(1.527) = 1.24
f.
If X is within 1 standard deviation of its expected value, then
3.39 - 1.23 < X < 3.39 + 1.23
or,
2.16 < X < 4.62
As X can take integer values, so X = 3 or 4
Hypergeometric probability is given as,
h(x; N, n, k) = [ kCx ] [ N-kCn-x ] / [ NCn ]
So, h(3; 33, 8, 14) = [ 14C3 ] [ 33-14C8-3 ] / [ 33C8 ] = [ 14C3 ] [ 19C5 ] / [ 33C8 ]
= 0.3048
h(4; 33, 8, 14) = [ 14C4 ] [ 33-14C8-4 ] / [ 33C8 ] = [ 14C4 ] [ 19C4 ] / [ 33C8 ]
= 0.2794
So, the probability that X is within 1 standard deviation of its expected value = 0.3048 + 0.2794 = 0.5842
g.
If we select the students in the class one by one until we select a female, then
So, probability that we have to select more than 3 students = 1 - probability that we have to select less than or equal to 3 students
= 1 - (0.4242 + 0.2519 + 0.1463) = 0.1776
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