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A student answers a multiple-choice examination question that offersfour possible answers. Suppose that the probability that he knows the answer tothe question is 0.8 and the probability that he guesses is 0.2. Assume that if thestudent guesses, the probability of selecting the correct answer is 0.25. If the studentcorrectly answers a question, find the probability that he really knew the correctanswer

Question

A student answers a multiple-choice examination question that offersfour possible answers. Suppose that the probability that he knows the answer tothe question is 0.8 and the probability that he guesses is 0.2. Assume that if thestudent guesses, the probability of selecting the correct answer is 0.25. If the studentcorrectly answers a question, find the probability that he really knew the correctanswer

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Solution

This is a classic problem of conditional probability. We are asked to find the probability that the student knew the answer given that he answered correctly. We can denote this as P(Knew | Correct).

We know the following probabilities:

P(Knew) = 0.8 (probability student knows the answer) P(Guess) = 0.2 (probability student guesses) P(Correct | Guess) = 0.25 (probability student is correct given that he guessed)

We also know that if the student knows the answer, he will definitely answer correctly. So, P(Correct | Knew) = 1.

We can use Bayes' theorem to solve this problem. Bayes' theorem states:

P(A | B) = P(B | A) * P(A) / P(B)

In this case, we want to find P(Knew | Correct), so we can substitute into Bayes' theorem:

P(Knew | Correct) = P(Correct | Knew) * P(Knew) / P(Correct)

We know everything on the right side except for P(Correct). We can find P(Correct) using the law of total probability:

P(Correct) = P(Correct and Knew) + P(Correct and Guess) = P(Correct | Knew)P(Knew) + P(Correct | Guess)P(Guess) = 1 * 0.8 + 0.25 * 0.2 = 0.8 + 0.05 = 0.85

Now we can substitute back into Bayes' theorem:

P(Knew | Correct) = 1 * 0.8 / 0.85 = 0.941

So, if the student correctly answers a question, the probability that he really knew the correct answer is approximately 0.941 or 94.1%.

This problem has been solved

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