Statistics · real student question

5% of men and 0.25% of women are colour blind, and men and women each make up half the population. A person is chosen at random. (1) What is the probability the person is colour blind? (2) Given that the person is colour blind, what is the probability the person is male?

Question

It is known that 5%5\% of men and 0.25%0.25\% of women are colour blind. A person is selected at random from a population in which men and women each form half. Find

(1) the probability that the person is colour blind;
(2) given that the person is colour blind, the probability that the person is male.

Step-by-step solution

  1. Set up the notation and the given probabilities. Let MM = male, WW = female, BB = colour blind. The data are

    P(M)=P(W)=0.5,P(BM)=0.05,P(BW)=0.0025P(M)=P(W)=0.5,\qquad P(B\mid M)=0.05,\qquad P(B\mid W)=0.0025

    Note 0.25%=0.00250.25\%=0.0025, not 0.0250.025 — a factor-of-ten slip here changes both answers.

  2. (1) Apply the law of total probability. MM and WW partition the population, so

    P(B)=P(M)P(BM)+P(W)P(BW)P(B)=P(M)P(B\mid M)+P(W)P(B\mid W)

  3. Evaluate part (1).

    P(B)=0.5(0.05)+0.5(0.0025)=0.025+0.00125=0.02625P(B)=0.5(0.05)+0.5(0.0025)=0.025+0.00125=0.02625

    So about 2.6%2.6\% of the population is colour blind — sensibly between the male rate 5%5\% and the female rate 0.25%0.25\%.

  4. (2) Apply Bayes' theorem. The question reverses the conditioning:

    P(MB)=P(M)P(BM)P(B)=0.0250.02625P(M\mid B)=\frac{P(M)P(B\mid M)}{P(B)}=\frac{0.025}{0.02625}

  5. Evaluate part (2). Multiplying numerator and denominator by 1000010000 and cancelling,

    250262.5=20002100=20210.9524\frac{250}{262.5}=\frac{2000}{2100}=\frac{20}{21}\approx 0.9524

    P(B)=0.02625,P(MB)=20210.952\boxed{P(B)=0.02625,\qquad P(M\mid B)=\tfrac{20}{21}\approx 0.952}

  6. Sanity-check the reversal. Even though only half the population is male, 95%95\% of colour-blind people are male — because the male rate is 2020 times the female rate. Confirming the complement: P(WB)=0.001250.02625=121P(W\mid B)=\tfrac{0.00125}{0.02625}=\tfrac{1}{21}, and 2021+121=1\tfrac{20}{21}+\tfrac{1}{21}=1 ✓.

Answer

P(B)=0.02625;P(maleB)=20210.952P(B)=0.02625;\quad P(\text{male}\mid B)=\dfrac{20}{21}\approx 0.952

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