In: Math
The American Council of Education reported that 47% of college freshmen earn a degree and graduate within 5 years. | ||||||
Assume that graduation records show women make up 50% of the students who graduated within 5 years, | ||||||
but only 45% of the students who did not graduate within 5 years. | ||||||
The students who had not graduated withing 5 years either dropped out or were still working on their degrees. | ||||||
Students earn a degree and graduate within 5 years | 47% | |||||
Women student graduate within 5 years | 50% | |||||
Percentage of students who are women and did not graduate within 5 years | 45% | |||||
Let: | A1 | = | the student graduated within five years | |||
A2 | = | The student did not graduate within five years | ||||
W | = | the student is a woman | ||||
M | = | the student is a man | ||||
Joint | and | Marginal | Probabitilities | |||
A1 (in 5) | A2 (not in 5) | |||||
Women (W) | ||||||
Men (M) | ||||||
(1) | (2) | (3) | (4) | (5) | ||
Prior | Conditional | Joint | Posterior | |||
Events | Probabilities | Probabilities | Probabilities | Probabilities | ||
P( Ai ) | P( W | Ai ) | P( Ai /\ W ) | P( Ai | W ) | |||
A1 | ||||||
A2 | ||||||
P( W ) = |
Let
We know the following probabilities
The American Council of Education reported that 47% of college freshmen earn a degree and graduate within 5 years is same as the probability that a student graduated within five years is 0.47
the probability that a student did not graduated within five years is
Assume that graduation records show women make up 50% of the students who graduated within 5 years, is same as the conditional probability that a student is a woman given that the student graduated within 5 years is 0.50
the conditional probability that a student is a man given that the student graduated within 5 years is
graduation records show women make up only 45% of the students who did not graduate within 5 years is same as the conditional probability that a student is a woman given that the student did not graduate within 5 years is 0.45
the conditional probability that a student is a man given that the student did not graduate within 5 years is
Now we can get the following joint probabilities (using the formula for conditional probabilities)
We can get the marginal probabilities as below
We can fill the following tables
Finally we need the posterior probabilities
The final table is
Let: | A1 | = | the student graduated within five years | ||
A2 | = | The student did not graduate within five years | |||
W | = | the student is a woman | |||
M | = | the student is a man | |||
Joint | and | Marginal | Probabitilities | ||
A1 (in 5) | A2 (not in 5) | ||||
Women (W) | 0.235 | 0.2385 | 0.4735 | ||
Men (M) | 0.235 | 0.2915 | 0.5265 | ||
0.47 | 0.53 | ||||
-1 | -2 | -3 | -4 | -5 | |
Prior | Conditional | Joint | Posterior | ||
Events | Probabilities | Probabilities | Probabilities | Probabilities | |
P( Ai ) | P( W | Ai ) | P( Ai /\ W ) | P( Ai | W ) | ||
A1 | 0.47 | 0.5 | 0.235 | 0.4963 | |
A2 | 0.53 | 0.45 | 0.2385 | 0.5037 | |
P( W ) = | 0.4735 |
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