Math Problem Statement
In a certain area, 36% of people own a dog. Complete parts a and b below. estion 1 estion 2 stion 3 a. Find the probability that exactly 7 out of 15 randomly selected people in the area own a dog. The probability that exactly 7 out of 15 randomly selected people in the area own a dog is 0.142' (Type an integer or decimal rounded to three decimal places as needed.) b. In a random sample of 15 people from this area, find the probability that 7 or fewer own a dog. The probability that 7 or fewer out of 15 randomly selected people in the area own a dog is
Solution
To solve this problem, we can use the binomial distribution, which is appropriate since the question involves a fixed number of trials (15 people) with two possible outcomes (owning a dog or not).
Part a:
We need to find the probability that exactly 7 out of 15 randomly selected people own a dog. The formula for the probability of exactly successes (in this case, owning a dog) in trials (in this case, selecting 15 people) is given by the binomial probability formula:
Where:
- (the number of trials)
- (the number of people owning a dog)
- (the probability of a person owning a dog)
- (the probability of a person not owning a dog)
First, we calculate the binomial coefficient :
Then we compute the probability:
Using a calculator, this gives us:
Part b:
Now, we need to find the probability that 7 or fewer out of the 15 people own a dog. This is the cumulative probability for , which can be expressed as:
To calculate this, we sum the binomial probabilities from to . We can either use a binomial cumulative distribution table or a calculator that supports binomial cumulative distribution functions.
Using a binomial calculator or statistical software, we find:
Thus, the probability that 7 or fewer people in a random sample of 15 own a dog is approximately 0.746.
Summary:
- Part a: The probability that exactly 7 out of 15 randomly selected people own a dog is 0.142.
- Part b: The probability that 7 or fewer out of 15 randomly selected people own a dog is 0.746.
Would you like further clarification or a more detailed breakdown of any of these steps?
Related questions:
- What is the probability of exactly 3 people owning a dog out of 15?
- How would the probabilities change if the percentage of people who own a dog increased to 50%?
- How do you calculate the mean and variance of a binomial distribution?
- How can you use the binomial distribution to approximate a normal distribution when is large?
- What would be the probability of more than 10 people owning a dog in a sample of 15?
Tip:
For large numbers of trials (such as ), the binomial distribution can often be approximated by a normal distribution for easier calculations.
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Math Problem Analysis
Mathematical Concepts
Probability
Binomial Distribution
Formulas
Binomial Probability Formula: P(X = k) = (n choose k) * p^k * (1 - p)^(n - k)
Cumulative Binomial Probability: P(X ≤ k) = P(X = 0) + P(X = 1) + ... + P(X = k)
Theorems
Binomial Distribution Theorem
Suitable Grade Level
Grades 10-12
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