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 (μ\mu) for the binomial distribution.

The formula for the mean of a binomial distribution is: μ=n×p\mu = n \times p Substituting the values: μ=975×0.67=653.25\mu = 975 \times 0.67 = 653.25 So, the mean μ\mu is approximately 653.3 (rounded to one decimal place).

Step 2: Find the standard deviation (σ\sigma) for the binomial distribution.

The formula for the standard deviation of a binomial distribution is: σ=n×p×(1p)\sigma = \sqrt{n \times p \times (1 - p)} Substituting the values: σ=975×0.67×(10.67)=975×0.67×0.33\sigma = \sqrt{975 \times 0.67 \times (1 - 0.67)} = \sqrt{975 \times 0.67 \times 0.33} σ=224.3857514.98\sigma = \sqrt{224.38575} \approx 14.98 So, the standard deviation σ\sigma 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: μ2σandμ+2σ\mu - 2\sigma \quad \text{and} \quad \mu + 2\sigma

For the minimum usual value: μ2σ=653.32×15.00=653.330.00=623.3\mu - 2\sigma = 653.3 - 2 \times 15.00 = 653.3 - 30.00 = 623.3

For the maximum usual value: μ+2σ=653.3+2×15.00=653.3+30.00=683.3\mu + 2\sigma = 653.3 + 2 \times 15.00 = 653.3 + 30.00 = 683.3

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:

  1. How do you calculate the variance for a binomial distribution?
  2. What does the standard deviation tell you about the spread of the distribution?
  3. What happens if the probability of success (p) is close to 0 or 1 in a binomial distribution?
  4. How can you use the binomial distribution to calculate probabilities for certain outcomes?
  5. 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 npnp and n(1p)n(1-p) 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