In: Statistics and Probability
A study is conducted to survey (in thousands) of earned degrees in the United States in a recent year. The table is given below.
AA degree |
Bachelor’s |
Master’s |
Professional |
Total |
|
Female |
834 |
616 |
194 |
30 |
1674 |
Male |
726 |
529 |
17 |
44 |
1316 |
Total |
1560 |
1145 |
211 |
74 |
2990 |
a) If one person is randomly selected, find the probability that this person is a female.
b) If one person is randomly selected, find the probability that this person has a bachelor degree and is a male.
c) If one person is randomly selected, find the probability that this person has an AA degree.
d) If one person is randomly selected, find the probability that this person is a female, giventhat the person received an AA degree.
e) If one person is randomly selected, find the probability that this person has a master degree or is a female.
f) Are the events “female” and “AA degree” independent? Why or why not? Use the answers from a) and d) above to explain this.
g) If two people are randomly selected, find the probability that these two people are males.
h) If one person is randomly selected, are the events “master degree” and female mutually exclusive? Why or why not? Explain clearly. |
solution:
Given data
Gender | AA Degree | Bachelor's | Master's | Professional | Total |
Female | 834 | 616 | 194 | 30 | 1674 |
Male | 726 | 529 | 17 | 44 | 1316 |
Total | 1560 | 1145 | 211 | 74 | 2990 |
Given Total No.of people = n(S) = 2990
a) Let F = event of selected person is Female
Total No.of Female = n(F) = 1674
P (selected person is Female ) = n(F) / n(S) = 1674 / 2990 = 0.559
Probability that selected person is Female = 0.559
b) Let A = event of selected person is male and has Bachelor Degree
No.of persons who is male and have Bachelor's Degree = n(A) = 529
P( selected person is male and has Bachelor's Degree ) = n(A) / n(S) = 529 / 2990 = 0.177
c) Let B = event of selected person has AA Degree
Total No.of Persons having AA Degree = n(B) = 1560
P (selected person is Female ) = n(B) / n(S) = 1560 / 2990 = 0.522
Probability that selected person has an AA Degree= 0.522
d) Probability of selected person is Female,Given that person received an AA Degree = P (F | B) = P(F B) / P(B)
Total No.of Females who received AA Degree = n(F B) = 834
P (selected person is Female ,Given that person has AA Degree ) = P(F B) / P(B)
=(834/2990) / (1560/2990)
=834 / 1560
= 0.535
Probability of selected person is Female,Given that person received an AA Degree = 0.535
e) Let C = event of selected person has Master's Degree
n(C) = 211 , n(F) = 1674 , No.of females who received Master's Degree = n(C F) = 194
P( selected person has Master's Degree or is a Female ) = P( C U F)
=P(C) + P(F) - P(C F)
=(211/ 2990) +(1674/2990) - (194/2990)
= 0.566
Probability of selected person has Master's Degree (or) is a Female = 0.566
f) we need to check F and B events Independent or not.
If F and B are Independent then P(F| B) = P(F)
From a) we have P(F) = 0.559 , from d) we have P(F| B) = 0.535
P(F| B) != P(F)
F (Female ) and B (AA Degree) events are not Independent
g) Let M = event of selected 2 persons are males
Total No.of males = 1316
n(M) = 1316 C 2 = 865270
Here , n(S) = 2990C2 = 4468555
P( selected 2 persons are males) = n(M) / n(S) = 865270 / 4468555 = 0.194
h) we need to check events C (Master's Degree) and F (Female) are mutually exclusive (Or) not
If C and F are Mutually exclusive then P(C F) = 0 {i.e., No Female must not have Master's Degree]
But 194 Females has Master's Degree.
So, From e) we have P(C F) = 194 / 2990 = 0.065 ! =0
Events C (Master's Degree) and F (Female) are not mutually exclusive