Math Problem Statement
Assume that on a standardized test of 100 questions, a person has a probability of 75% of answering any particular question correctly. Find the probability of answering between 79 and 89 questions, inclusive. (Assume independence, and round your answer to four decimal places.) P(79 ≤ X ≤ 89) =
Solution
This problem involves a binomial distribution, where the number of correctly answered questions follows:
We need to calculate:
Since is large, we can approximate the binomial distribution using the normal distribution with the following parameters:
- Mean:
- Standard deviation:
Using the normal approximation, we apply the continuity correction and transform the probability into the standard normal distribution:
Standardizing to Z-Scores:
For :
For :
Finding Probabilities:
From standard normal tables:
Thus, the probability is:
Final Answer:
Would you like a deeper explanation of any step? Here are some related questions:
- How do you derive the normal approximation for a binomial distribution?
- Why is a continuity correction necessary in this approximation?
- How can we calculate binomial probabilities without normal approximation?
- What are other methods to approximate binomial probabilities?
- How do standard normal tables work in probability calculations?
Tip: When using normal approximation for a binomial distribution, always check that and are both at least 5 to ensure accuracy.
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Math Problem Analysis
Mathematical Concepts
Binomial Distribution
Normal Distribution
Z-Scores
Continuity Correction
Formulas
Binomial Distribution: X ~ Binomial(n, p)
Normal Approximation: μ = np, σ = sqrt(np(1-p))
Z-Score: Z = (X - μ) / σ
Theorems
Central Limit Theorem
Normal Approximation to Binomial Distribution
Suitable Grade Level
Grades 10-12
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