Math Problem Statement
A researcher wishes to conduct a study of the color preferences of new car buyers. Suppose that 50% of this population prefers the color red. If 18 buyers are randomly selected, what is the probability that at least 3 buyers would prefer red? Round your answer to four decimal places.
Solution
The problem describes a binomial probability scenario because we have a fixed number of trials (18 buyers), each trial results in a success (buyer prefers red) or a failure, and the probability of success is constant (50%).
Let:
- (the number of buyers),
- (the probability that a buyer prefers red),
- be the random variable representing the number of buyers who prefer red.
We need to find , the probability that at least 3 buyers prefer red.
In this case, it's easier to first calculate , which is the probability that fewer than 3 buyers prefer red. Then, subtract that value from 1:
The probability mass function for a binomial distribution is:
Where:
- is the binomial coefficient .
Now, let's compute the probabilities , , and :
So, .
Finally, .
Thus, the probability that at least 3 buyers prefer red is approximately 0.9993.
Do you need further details or have any questions?
Here are five relative questions to expand on this:
- How do you calculate the binomial coefficient ?
- What are the properties of a binomial distribution?
- Can the binomial distribution be approximated by a normal distribution in this case?
- How would the probability change if the sample size or probability of success changed?
- What is the significance of the value in the binomial formula?
Tip: In binomial distributions, calculating the complement (1 - the probability of the opposite event) often simplifies problems like this one!
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Probability
Binomial Distribution
Formulas
P(X = k) = (n choose k) * p^k * (1 - p)^(n - k)
P(X ≥ 3) = 1 - (P(X = 0) + P(X = 1) + P(X = 2))
Theorems
Binomial Theorem
Complement Rule in Probability
Suitable Grade Level
Grades 10-12
Related Recommendation
Binomial Probability for Car Buyers' Color Preferences
Binomial Probability: Probability that Exactly 8 Buyers Prefer Red
Binomial Probability of Exactly 2 Car Buyers Preferring Red Color
Probability of Drawing At Least 3 Red Balls from 9 Red, 4 Green, and 3 Yellow Balls
Binomial Probability: At Least 5 Successes in a Sample of 15