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Data Interview Question

Consecutive Tails in Coin Flips

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Solution & Explanation

Understanding the Problem:

  • We are given a scenario where a fair coin is flipped 10 times.
  • We need to calculate the probability of getting exactly three tails (T) in a row, anywhere in the sequence of 10 flips.

Step-by-Step Solution:

  1. Total Possible Outcomes:

    • Each flip has two possible outcomes: Heads (H) or Tails (T).
    • With 10 flips, the total number of possible sequences is 210=10242^{10} = 1024.
  2. Favorable Outcomes:

    • We need sequences where exactly 3 tails appear consecutively.
    • Consider the sequence as a 10-character string.
  3. Identifying Positions for Consecutive Tails:

    • The three consecutive tails can start at any position from 1 to 8 in the sequence, ensuring they fit within the 10 flips.
    • For example, if the tails start at position 1, the sequence is TTT followed by 7 heads (TTTHHHHHHH).
    • If they start at position 8, the sequence is 7 heads followed by TTT (HHHHHHHTTT).
  4. Counting Valid Sequences:

    • The possible starting positions for the consecutive tails are:
      • Position 1: TTT followed by 7 heads
      • Position 2: H + TTT + 6 heads
      • Position 3: HH + TTT + 5 heads
      • Position 4: HHH + TTT + 4 heads
      • Position 5: HHHH + TTT + 3 heads
      • Position 6: HHHHH + TTT + 2 heads
      • Position 7: HHHHHH + TTT + 1 head
      • Position 8: HHHHHHH + TTT
    • There are 8 such sequences.
  5. Calculating Probability:

    • The probability of obtaining any one specific sequence is 11024\frac{1}{1024} since each sequence is equally likely.
    • Therefore, the probability of any of the 8 valid sequences occurring is: Probability=81024=1128=0.0078125\text{Probability} = \frac{8}{1024} = \frac{1}{128} = 0.0078125

Bonus: Generalizing the Problem

General Case:

  • Calculate the probability of getting exactly tt tails in nn flips, with all tails consecutive.
  1. Total Possible Outcomes:

    • For nn flips, there are 2n2^n possible sequences.
  2. Favorable Outcomes:

    • The sequence of tt consecutive tails can start at any position from 1 to (nt+1)(n-t+1).
    • This gives (nt+1)(n-t+1) valid sequences.
  3. Calculating Probability:

    • Probability of any one specific sequence occurring is 12n\frac{1}{2^n}.
    • Therefore, the probability of any of the (nt+1)(n-t+1) sequences occurring is: Probability=nt+12n\text{Probability} = \frac{n-t+1}{2^n}

Conclusion:

  • For the specific case of 10 flips and 3 consecutive tails, the probability is 0.00781250.0078125.
  • For the general case, use the formula nt+12n\frac{n-t+1}{2^n} to find the probability of tt consecutive tails in nn flips.