bugfree Icon
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course

Data Interview Question

Casino Dice Game Earnings

bugfree Icon

Hello, I am bugfree Assistant. Feel free to ask me for any question related to this problem

Solution & Explanation

Understanding the Problem:

You are playing a dice game at a casino where you win if you roll a sum of 5 with two dice. The payout for winning is 10,andeachgamecosts10, and each game costs 5 to play. The task is to determine the expected profit if you continue playing until you win for the first time and then stop.

Step 1: Determine the Probability of Winning

  1. Possible outcomes for a sum of 5:

    • (1, 4)
    • (2, 3)
    • (3, 2)
    • (4, 1)
  2. Total number of outcomes when rolling two dice:

    • 6 sides on the first die × 6 sides on the second die = 36 possible outcomes.
  3. Probability of rolling a sum of 5:

    • There are 4 outcomes that result in a sum of 5.
    • Probability, P(5)=436=19P(5) = \frac{4}{36} = \frac{1}{9}.

Step 2: Expected Number of Trials

  1. Geometric Distribution:

    • The geometric distribution models the number of trials needed to get the first success in a series of Bernoulli trials.
    • Expected number of trials, E(X)=1pE(X) = \frac{1}{p} where pp is the probability of success.
  2. Expected number of games to win:

    • E(X)=11/9=9E(X) = \frac{1}{1/9} = 9.
    • On average, you will need to play 9 games to win once.

Step 3: Calculate Expected Profit

  1. Cost of playing 9 games:

    • Cost per game = $5
    • Total cost for 9 games = 9 × 5=5 = 45
  2. Earnings from winning once:

    • Payout for winning = $10
  3. Expected Profit Calculation:

    • Expected profit = Earnings from winning - Total cost of playing
    • Expected profit = 1010 - 45 = -$35

Conclusion:

The expected profit, if you play until you win once and then stop, is -\35.Thismeansthat,onaverage,youwilllose. This means that, on average, you will lose 35 for each complete cycle of playing until you win. This game, therefore, is not profitable in the long run.