Math Problem Statement
Assume that a procedure yields a binomial distribution with n=975 trials and the probability of success for one trial is p=67%.
Find the mean for this binomial distribution. (Round answer to one decimal place.) μ=
Find the standard deviation for this distribution. (Round answer to two decimal places.) σ=
Use the range rule of thumb to find the minimum usual value μ–2σ and the maximum usual value μ+2σ. Enter answer as an interval using square-brackets only with whole numbers. usual values =
Solution
Let's go step by step to solve the problem:
Given:
- n = 975 (number of trials)
- p = 0.67 (probability of success for one trial)
Step 1: Find the mean () for the binomial distribution.
The formula for the mean of a binomial distribution is: Substituting the values: So, the mean is approximately 653.3 (rounded to one decimal place).
Step 2: Find the standard deviation () for the binomial distribution.
The formula for the standard deviation of a binomial distribution is: Substituting the values: So, the standard deviation is approximately 15.00 (rounded to two decimal places).
Step 3: Use the range rule of thumb to find the minimum and maximum usual values.
The range rule of thumb says that the usual values are within 2 standard deviations of the mean, i.e., between:
For the minimum usual value:
For the maximum usual value:
So, the usual values are between 623 and 683 (rounded to whole numbers).
Final Answers:
- Mean (μ) = 653.3
- Standard deviation (σ) = 15.00
- Usual values = [623, 683]
Would you like more details on any of the steps? Here are some related questions to explore:
- How do you calculate the variance for a binomial distribution?
- What does the standard deviation tell you about the spread of the distribution?
- What happens if the probability of success (p) is close to 0 or 1 in a binomial distribution?
- How can you use the binomial distribution to calculate probabilities for certain outcomes?
- How does the binomial distribution relate to the normal distribution when n is large?
Tip: In large trials like this one, the binomial distribution often approximates the normal distribution well, especially when both and are greater than 5.
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Math Problem Analysis
Mathematical Concepts
Binomial Distribution
Mean
Standard Deviation
Range Rule of Thumb
Formulas
Mean of Binomial Distribution: μ = n × p
Standard Deviation of Binomial Distribution: σ = √(n × p × (1 - p))
Range Rule of Thumb: Usual values = [μ - 2σ, μ + 2σ]
Theorems
Range Rule of Thumb for Distributions
Suitable Grade Level
Grades 9-12
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