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Explain how to find the expected value for the number of girls for a family with two children. What is the expected value?

Short Answer

Expert verified
The expected value for the number of girls in a family with two children is 1.

Step by step solution

01

Identify outcomes

Firstly, potential outcomes for the given scenario need to be identified. When a family has two children, there are four possibilities: two boys (BB), two girls (GG), one boy and one girl with the boy being older (BG), and one girl and one boy with the girl being older (GB).
02

Assign probabilities

Next, assign probabilities to each outcome. Assuming the probability of having a girl or a boy is the same (0.5), all four outcomes are equally likely. So, each outcome has a probability of 0.25.
03

Define random variable

The random variable in this case is the number of girls in the family with two children. Define this random variable, denoted as X, and assign a value to it for each possible outcome: X(BB) = 0, X(BG) = 1, X(GB) = 1, X(GG) = 2.
04

Calculate expected value

Finally, calculate the expected value using the formula for expected value: `E[X] = sum(x * P(X = x))`, where x is a value that random variable X can take, and P(X = x) is the probability of that value occurring. For this case, `E[X] = 0 * P(X = 0) + 1 * P(X = 1) + 2 * P(X = 2)`. Filling in the missing values based on previous steps, we get: `E[X] = 0 * 0.25 + 1 * 0.5 + 2 * 0.25 = 1`. Therefore, the expected value of number of girls in the family with two children is 1.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Probability Theory
Probability theory is the branch of mathematics that deals with the likelihood of different outcomes in random events. It lays the foundation for predicting the behavior of systems that are governed by chance. Understanding probability is critical in a multitude of fields such as finance, insurance, and sciences. In our example, we need to identify the possible outcomes when a family has two children. The core of probability theory comes into play when we assign a probability to each of these outcomes. Considering each child can be either a boy or a girl, with an equal chance, we use the theory to determine that each of the four possible arrangements (BB, BG, GB, GG) has an equal probability, which in this case is 0.25 or 25%.
Random Variable
A random variable is a numerical description of the outcome of a random phenomenon. It is a variable whose value is subject to variations due to chance and, in our case, is used to represent the number of girls in a two-child family. When dealing with random variables, each possible outcome of the variable is associated with a value. For instance, we may denote the random variable as 'X' and define it in the following way: X(BB) = 0, X(BG) = 1, X(GB) = 1, and X(GG) = 2. Each of these values corresponds to the number of girls that can be born in each scenario. By setting these values, we transform the probabilistic scenarios of the family into quantifiable numbers, which allows for further mathematical analysis like calculating the expected value.
Mathematical Expectation
Mathematical expectation, or expected value, is a fundamental concept in probability and statistics that provides a measure of the central tendency of a random variable. To determine the expected value, one multiplies each outcome of a random variable by the probability of that outcome, and then sums all these products. This gives us the average outcome if the random scenario were to be repeated many times. In plain terms, it's the 'long-run average value' of repeated experiments or trials. For our two-child family example, the expected value of the number of girls can be calculated using the formula: \(E[X] = \text{sum}(x \times P(X = x))\). Here, x represents the possible number of girls, and P(X = x) the probability of having that number of girls. Applying our values, we get \(E[X] = 0 \times 0.25 + 1 \times 0.5 + 2 \times 0.25 = 1\). Hence, the expected number of girls in a family with two children, given that all outcomes are equally likely, is 1.

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