Conditional & Bayes: interview questions and key results
Updating beliefs from evidence. The results to know for quant trading interviews, then a worked example of each of the 5 question types. Free, no sign-up.
Conditioning shrinks the sample space, so recount inside it.
Base rates dominate when evidence is weak.
Worked examples (5)
Try each one before opening the solution. In the app, every type generates fresh numbers each time.
Base rates (medical test)
A condition affects 5% of people. A test detects it 95% of the time when present and gives a false positive 2% of the time when absent. Someone tests positive. What is the probability they have the condition?
Answer and worked solution
Answer: 5/7 ≈ 0.71429
P(D|+) = P(+|D)P(D) / [P(+|D)P(D) + P(+|¬D)P(¬D)] = (0.95·0.05) / (0.95·0.05 + 0.02·0.95) ≈ 0.71429. With a low base rate, most positives are false.
Odds-form Bayes
A bag has 10 coins: 9 fair and 1 double-headed. You pick one at random and flip it 6 times, getting 6 heads. What is the probability you picked the double-headed coin?
Answer and worked solution
Answer: 0.87671
Prior odds (double : fair) = 1 : 9. Likelihood ratio = 1 / (1/2)6 = 64. Posterior odds = 64 : 9, so P = 64/73 ≈ 0.87671. Thinking in odds makes Bayes fast.
Conditioning on "at least one"
A family has 4 children. Given at least one is a boy, what is the probability all 4 are boys? (Each child is independently a boy or girl with probability 1/2.)
Answer and worked solution
Answer: 1/15 ≈ 0.066667
Of the 16 equally likely sequences, 15 contain at least one boy and one is all boys. P = 1/15 ≈ 0.066667.
Conditioning on dice sums
Two dice are rolled and you are told the sum is at least 7. What is the probability at least one die shows a six?
Answer and worked solution
Answer: 11/21 ≈ 0.52381
Restrict to the 21 outcomes with sum ≥ 7. Of these, 11 contain a six. P = 11/21 ≈ 0.52381.
Two-urn Bayes
Urn A has 3 red and 4 blue balls; urn B has 6 red and 5 blue. You pick an urn with a fair coin and draw one ball: it's red. What is the probability it came from urn A?