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Data Interview Question

Rolling Sixes in a Row

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Solution & Explanation

To solve this problem, we need to find the expected number of rolls required to achieve six consecutive sixes for the first time when rolling a standard six-sided die. This involves calculating the expected value of a random variable that counts the number of rolls needed to achieve a specific sequence.

Conceptual Approach

  1. Define the Event:

    • Let EE be the expected number of rolls needed to get six consecutive sixes.
    • The probability of rolling a six on a single roll is 16\frac{1}{6}.
  2. Break Down the Problem:

    • Case 1: The first roll is not a six.

      • Probability: 56\frac{5}{6}
      • Expected rolls: E+1E + 1
    • Case 2: The first roll is a six, but the second roll is not a six.

      • Probability: 16×56\frac{1}{6} \times \frac{5}{6}
      • Expected rolls: E+2E + 2
    • Continue this pattern until:

    • Case 6: Six consecutive rolls are all sixes.

      • Probability: (16)6\left(\frac{1}{6}\right)^6
      • Expected rolls: 6 (since we succeed here)
  3. Formulate the Equation:

    The expected number of rolls EE can be expressed as:

    E=56(E+1)+16×56(E+2)++(16)6×6E = \frac{5}{6}(E + 1) + \frac{1}{6} \times \frac{5}{6}(E + 2) + \ldots + \left(\frac{1}{6}\right)^6 \times 6

  4. Solve the Equation:

    • Simplifying the equation involves recognizing the pattern and solving for EE.

    • A closed-form solution can be derived using the formula for the expected number of trials until nn consecutive successes:

      E=1ppn1E = \frac{1 - p}{p^n - 1}

      where p=16p = \frac{1}{6} and n=6n = 6.

    • Plugging in the values:

      E=116(16)61E = \frac{1 - \frac{1}{6}}{\left(\frac{1}{6}\right)^6 - 1}

    • Calculating:

      E46656E \approx 46656

Conclusion

The expected number of rolls needed to achieve six consecutive sixes is approximately 46656 rolls. This result illustrates the rarity of achieving such a sequence due to the low probability of rolling a six consecutively six times.