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Data Interview Question

Two Tails in Five Flips

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Solution & Explanation

Understanding the Problem

The problem asks us to calculate the probability of getting exactly 2 tails when flipping a coin 5 times. This is a classic problem that can be solved using the concept of binomial distribution.

Key Concepts

  1. Binomial Distribution: This is a probability distribution that summarizes the likelihood that a value will take one of two independent states and is defined by two parameters, n (number of trials) and p (probability of success on a single trial).

  2. Combination: The number of ways to choose k successes in n trials is given by the combination formula (nk)\binom{n}{k}, which is calculated as: (nk)=n!k!(nk)!\binom{n}{k} = \frac{n!}{k!(n-k)!}

  3. Probability of Success and Failure: In a fair coin toss, the probability of getting heads (success) or tails (failure) is p=q=0.5p = q = 0.5.

Calculating the Probability

  1. Total Possible Outcomes: When flipping a coin 5 times, each flip has 2 possible outcomes (heads or tails), so the total number of possible outcomes is: 25=322^5 = 32

  2. Using Binomial Distribution:

    • We want exactly 2 tails out of 5 flips, so:
      • n=5n = 5 (number of trials)
      • x=2x = 2 (number of tails)
      • p=0.5p = 0.5 (probability of tails)
      • q=0.5q = 0.5 (probability of heads)
  3. Probability Formula: P(X=2)=(52)×(0.5)2×(0.5)52P(X = 2) = \binom{5}{2} \times (0.5)^2 \times (0.5)^{5-2}

    • Calculate (52)\binom{5}{2}: (52)=5!2!(52)!=5×42×1=10\binom{5}{2} = \frac{5!}{2!(5-2)!} = \frac{5 \times 4}{2 \times 1} = 10
    • Calculate (0.5)2×(0.5)3(0.5)^2 \times (0.5)^3: (0.5)5=0.55=132(0.5)^5 = 0.5^5 = \frac{1}{32}
  4. Final Probability: P(X=2)=10×132=1032=516P(X = 2) = 10 \times \frac{1}{32} = \frac{10}{32} = \frac{5}{16}

Conclusion

The probability of getting exactly 2 tails in 5 coin flips is 516\frac{5}{16} or approximately 31.25%. This solution uses the binomial distribution to calculate the probability, considering the combination of getting 2 tails in 5 trials and the probability of each outcome.