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Data Interview Question

Marble Selection Probability

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Solution & Explanation

To solve this problem, we use Bayes' Theorem to find the probability that a red marble was drawn from Bucket #1, and then extend this to find the probability that two red marbles were consecutively drawn from Bucket #1.

Part 1: Probability of Drawing a Red Marble from Bucket #1

Given:

  • Bucket #1: 30 red marbles, 10 black marbles.
  • Bucket #2: 20 red marbles, 20 black marbles.

Objective: Find P(Bucket1Marble=Red)P(Bucket1 | Marble = Red).

Using Bayes' Theorem:

P(Bucket1Marble=Red)=P(Marble=RedBucket1)P(Bucket1)P(Marble=Red)P(Bucket1 | Marble = Red) = \frac{P(Marble = Red | Bucket1) \cdot P(Bucket1)}{P(Marble = Red)}

Calculations:

  • P(Marble=RedBucket1)=3040=0.75P(Marble = Red | Bucket1) = \frac{30}{40} = 0.75
  • P(Bucket1)=12P(Bucket1) = \frac{1}{2}
  • P(Marble=Red)=(304012)+(204012)=38+14=58P(Marble = Red) = \left( \frac{30}{40} \cdot \frac{1}{2} \right) + \left( \frac{20}{40} \cdot \frac{1}{2} \right) = \frac{3}{8} + \frac{1}{4} = \frac{5}{8}

Substituting into Bayes' Theorem:

P(Bucket1Marble=Red)=0.750.50.625=35=0.6P(Bucket1 | Marble = Red) = \frac{0.75 \cdot 0.5}{0.625} = \frac{3}{5} = 0.6

Part 2: Probability of Drawing Two Red Marbles from Bucket #1

Objective: Find the probability that both marbles are red and drawn from Bucket #1.

Scenario:

  • The marble is replaced after each draw.
  • The probability of drawing a red marble from Bucket #1 remains 0.750.75 for each draw.

Calculating the Probability:

  • Since the events are independent, the probability of drawing two red marbles from Bucket #1 is:

P(BothRedfromBucket1)=P(RedfromBucket1)P(RedfromBucket1)P(Both Red from Bucket1) = P(Red from Bucket1) \cdot P(Red from Bucket1)

  • P(BothRedfromBucket1)=0.60.6=0.36P(Both Red from Bucket1) = 0.6 \cdot 0.6 = 0.36

Conclusion:

  • The probability that a red marble was drawn from Bucket #1 is 0.60.6.
  • The probability that two red marbles were drawn consecutively from Bucket #1 is 0.360.36.