Math Problem Statement
Assume that a procedure yields a binomial distribution with a trial repeated nequals30 times. Use the binomial probability formula to find the probability of xequals5 successes given the probability pequalsone fifth of success on a single trial. Round to three decimal places. Question content area bottom Part 1 A. 0.198 B. 0.421 C. 0.172 D. 0.067
Solution
To solve this problem, we will use the binomial probability formula:
where:
- (the number of trials),
- (the number of successes),
- (the probability of success on a single trial),
- (the probability of failure on a single trial),
- is the binomial coefficient, which can be calculated as .
Step-by-Step Calculation
-
Binomial Coefficient:
-
Calculating the Probability: We now substitute into the binomial formula:
-
Simplify:
-
Evaluate Powers:
-
Final Probability Calculation:
Answer:
The probability of exactly 5 successes is approximately 0.067.
So, the correct answer is:
D. 0.067
Would you like to see more examples, or have any questions about this problem? Here are some related questions to expand your understanding:
- How would the probability change if the number of trials were increased to 40?
- What happens to the binomial probability when ?
- How do you interpret the binomial distribution in terms of a real-world scenario?
- What is the relationship between the binomial distribution and the normal distribution for large ?
- How would the calculation change if you were looking for the probability of at least 5 successes?
Tip: When working with binomial probabilities, always check if the problem can be approximated using a normal distribution for large . This can save computation time.
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Math Problem Analysis
Mathematical Concepts
Binomial Distribution
Probability
Combinatorics
Formulas
P(X = x) = C(n, x) * p^x * (1-p)^(n-x)
Binomial Coefficient: C(n, x) = n! / (x!(n-x)!)
Theorems
Binomial Distribution Theorem
Suitable Grade Level
Grades 9-12
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