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Data Interview Question

Red Marble Probability

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Solution & Explanation

To solve the problem of finding the probability that a randomly selected red marble came from Urn #1, we will use Bayes' theorem. This theorem allows us to calculate conditional probabilities, which are the probabilities of an event occurring given that another event has occurred.

Definitions and Probabilities:

  • Event A: The marble was pulled from Urn #1.
  • Event A': The marble was pulled from Urn #2.
  • Event B: The marble is red.

Given Information:

  • Urn #1 contains 30 red marbles and 10 black marbles.
  • Urn #2 contains 20 red marbles and 20 black marbles.

Total Marbles:

  • Total marbles in Urn #1 = 30 + 10 = 40
  • Total marbles in Urn #2 = 20 + 20 = 40
  • Total marbles overall = 40 + 40 = 80

Probabilities:

  • Probability of selecting Urn #1: P(A)=4080=12P(A) = \frac{40}{80} = \frac{1}{2}
  • Probability of selecting Urn #2: P(A)=4080=12P(A') = \frac{40}{80} = \frac{1}{2}

Conditional Probabilities:

  • Probability of selecting a red marble from Urn #1: P(BA)=3040=34P(B|A) = \frac{30}{40} = \frac{3}{4}
  • Probability of selecting a red marble from Urn #2: P(BA)=2040=12P(B|A') = \frac{20}{40} = \frac{1}{2}

Total Probability of Selecting a Red Marble (Event B): Using the law of total probability: P(B)=P(BA)P(A)+P(BA)P(A)P(B) = P(B|A) \cdot P(A) + P(B|A') \cdot P(A') Substitute the values: P(B)=(34×12)+(12×12)P(B) = \left(\frac{3}{4} \times \frac{1}{2}\right) + \left(\frac{1}{2} \times \frac{1}{2}\right) P(B)=38+14=38+28=58P(B) = \frac{3}{8} + \frac{1}{4} = \frac{3}{8} + \frac{2}{8} = \frac{5}{8}

Using Bayes' Theorem to Find P(AB)P(A|B): Bayes' theorem: P(AB)=P(BA)P(A)P(B)P(A|B) = \frac{P(B|A) \cdot P(A)}{P(B)} Substitute the values: P(AB)=(34×12)58P(A|B) = \frac{\left(\frac{3}{4} \times \frac{1}{2}\right)}{\frac{5}{8}} P(AB)=3858=35P(A|B) = \frac{\frac{3}{8}}{\frac{5}{8}} = \frac{3}{5}

Conclusion: The probability that the red marble was drawn from Urn #1, given that it is red, is 35\frac{3}{5} or 0.6, which means there is a 60% likelihood that the red marble came from Urn #1.