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

Data Interview Question

Chance of a Girl Having a Sister

bugfree Icon

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

Solution & Explanation

To solve the problem of determining the probability that a random girl has at least one sister, we need to consider the distribution of family sizes and the probability that a girl from each family size has a sister.

Step-by-Step Solution:

  1. Understanding the Probability Distribution:

    The table given provides the probability distribution of the number of children per family:

    n_children01234>=5
    p0.30.250.20.150.10
    • This means 30% of families have no children, 25% have 1 child, 20% have 2 children, 15% have 3 children, and 10% have 4 children. Families with 5 or more children are not considered.
  2. Probability of Having a Sister:

    For a girl to have a sister, there must be at least 2 children in the family. Therefore, we will consider families with 2 or more children.

    • Families with 2 children:

      • Possible combinations: GG, GB, BG, BB
      • Probability of having at least one sister (GG): 1/2
      • Contribution to overall probability: 0.2 * 1/2 = 0.1
    • Families with 3 children:

      • Possible combinations: GGG, GGB, GBG, BGG, GBB, BGB, BBG, BBB
      • Probability of having at least one sister: 1 - Probability of all siblings being boys = 1 - (1/2)^2 = 3/4
      • Contribution to overall probability: 0.15 * 3/4 = 0.1125
    • Families with 4 children:

      • Probability of having at least one sister: 1 - Probability of all siblings being boys = 1 - (1/2)^3 = 7/8
      • Contribution to overall probability: 0.1 * 7/8 = 0.0875
  3. Combining the Probabilities:

    We sum the contributions from families with 2, 3, and 4 children to find the total probability that a girl has at least one sister:

    P(S)=0.1+0.1125+0.0875=0.3P(S) = 0.1 + 0.1125 + 0.0875 = 0.3

    Therefore, the probability that a randomly chosen girl has at least one sister is 30%.

Explanation:

  • Why Ignore Families with 0 or 1 Child?

    • A family with 0 children doesn't exist in the context of the question.
    • A family with 1 child means the girl has no siblings, thus no sister.
  • Why Consider Only 2 or More Children?

    • Only families with 2 or more children can have more than one girl, hence the possibility of having a sister.
  • Probability of Having a Sister:

    • For each family size, the probability of having a sister is calculated by considering the possible gender combinations and excluding those with no sisters. This is weighted by the probability of selecting a family of that size.

This approach ensures a comprehensive solution by considering all possible scenarios where a girl can have a sister, weighted by the likelihood of each family size.