In: Statistics and Probability
Bob is a recent law school graduate who intends to take the state bar exam. According to the National Conference on Bar Examiners, about 55% of all people who take the state bar exam pass. Let n = 1, 2, 3, ... represent the number of times a person takes the bar exam until the first pass.
(a) Write out a formula for the probability distribution of the
random variable n. (Use p and n in your
answer.)
P(n) =
(b) What is the probability that Bob first passes the bar exam on
the second try (n = 2)? (Use 3 decimal places.)
(c) What is the probability that Bob needs three attempts to pass
the bar exam? (Use 3 decimal places.)
(d) What is the probability that Bob needs more than three attempts
to pass the bar exam? (Use 3 decimal places.)
(e) What is the expected number of attempts at the state bar exam
Bob must make for his (first) pass? Hint: Use μ
for the geometric distribution and round.
Solution:
According to geometric distribution, probability that kth trial out of k independent trials is the first trial of success is given by,
P(X = k) = (1 - p)k - 1 p
Where, p is probability of success which remains constant in each trials.
a) Hence, the probability distribution of the random variable n is given by,
P(n) = (1 - p)n - 1 p ; n = 1, 2, 3, .................
b) Let us consider that "a person who take the state bar exam pass" as success.
Given that, about 55% of all people who take the state bar exam pass.
Hence, probability of success (p) = 0.55
Hence, the probability that Bob first passes the bar exam on the second try is,
On rounding to 3 decimal places we get, P(n = 2) = 0.247
The probability that Bob first passes the bar exam on the second try is 0.247.
c) Probability of success (p) = 0.55
Hence, the probability that Bob needs three attempts to pass the bar exam is given by,
On rounding to 3 decimal places we get, P(n = 3) = 0.111
The probability that Bob needs three attempts to pass the bar exam is 0.111.
d) Probability of success (p) = 0.55
Hence, the probability that Bob needs more than three attempts to pass the bar exam is given by,
On rounding to 3 decimal places we get, P(n > 3) = 0.091
The probability that Bob needs more than three attempts to pass the bar exam is 0.091.
e) The expected value of geometric mean having is given by,
μ = 1/p
Where, p is probability of success.
We have, probability of success (p) = 0.55
Hence, μ = 1/0.55 = 1.8182
On rounding to three decimal places we get, μ = 1.818
The expected number of attempts at the state bar exam Bob must make for his (first) pass is 1.818.
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