Problem 59
Question
Use this data for the exercises that follow: In \(2013,\) there were roughly 317 million citizens in the United States, and about 40 million were elderly (aged 65 and over). \(^{2}\) If you meet five U.S. citizens, what is the percent chance that four are elderly? (Round to the nearest thousandth of a percent.)
Step-by-Step Solution
Verified Answer
The chance is approximately 0.090%.
1Step 1: Determine Probability of a Single Individual Being Elderly
First, calculate the probability that a randomly selected U.S. citizen is elderly. There are 40 million elderly individuals out of a total of 317 million citizens. So, the probability \( P(E) \) of selecting an elderly person is given by \[ P(E) = \frac{40}{317}. \] By calculating, \( P(E) \approx 0.126 \).
2Step 2: Calculate Probability of Four Out of Five Being Elderly
Use the binomial probability formula \( P(X = k) = \binom{n}{k} p^k (1-p)^{n-k} \), where \( n \) is the number of citizens (5), \( k \) is the number we want to be elderly (4), and \( p \) is the probability of selecting an elderly person (0.126).\[ P(X = 4) = \binom{5}{4} (0.126)^4 (1-0.126)^{5-4}. \] Compute this as \( \binom{5}{4} = 5 \), so \( P(X = 4) = 5 \times (0.126)^4 \times (0.874)^1 \approx 0.000899 \).
3Step 3: Convert Probability to Percentage
Convert the probability from Step 2 to a percentage by multiplying by 100 and then rounding to the nearest thousandth of a percent. \[ 0.000899 \times 100 \approx 0.0899\% \] Rounded, this is approximately \( 0.090\% \).
Key Concepts
Binomial distributionProbability theoryStatistics
Binomial distribution
The binomial distribution is a fundamental concept in probability theory and statistics. It allows us to model situations where there are two possible outcomes (success or failure) for each trial and the trials are independent. In the context of our exercise, we use the binomial distribution to calculate the likelihood of meeting a certain number of elderly people out of five U.S. citizens. The key parameters here are:
- **The number of trials** \( n \), which in our case is 5.
- **The probability of success** \( p \), which represents the chance of someone being elderly. We've already calculated this as approximately 0.126.
- **The number of successes** \( k \), which is 4 in this problem.
Probability theory
Probability theory is the mathematical framework that allows us to quantify uncertainty. It gives us the tools to predict how likely events are to occur based on known data. Understanding probability means understanding how often something might logically happen. In this exercise, knowing the probability of any U.S. citizen being elderly was key.
Probability theory is built on some basic principles:
Probability theory is built on some basic principles:
- Probabilities are numbers between 0 and 1, where 0 means the event will not happen, and 1 means it definitely will.
- The probability of all possible outcomes of an event adds up to 1.
- Probabilities help us measure the likelihood of complex events by breaking them into simpler components, using rules like addition and multiplication.
Statistics
Statistics is the science of collecting, analyzing, and drawing conclusions from data. In everyday life, it helps translate numbers into insights. For this exercise, statistics helped us move beyond individual probabilities to interpret real-world scenarios involving multiple people.
Here's how statistics is applied here:
Here's how statistics is applied here:
- **Data Collection**: We have a population size and a subgroup of elderly people.
- **Data Analysis**: We calculated the probability of interest (the chance that four of five people are elderly) using formulas from probability theory.
- **Drawing Conclusions**: We converted this probability to a percentage, providing a clear insight into likelihood. Converting numerical results into percentages makes them easier to interpret, especially in communication, because most people understand chances in percentage terms.
Other exercises in this chapter
Problem 58
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