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Assume that you have a binomial experiment with p = 0.4 and a sample size of 50. The variance of this distribution isQuestion 8Select one:a.1.44b.144c.12d.20

Question

Assume that you have a binomial experiment with p=0.4 p = 0.4 and a sample size of 50. The variance of this distribution is

Question 8

Select one:

  • a. 1.44
  • b. 144
  • c. 12
  • d. 20
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Solution

1. ### Break Down the Problem

We need to find the variance of a binomial distribution, where we know the probability of success p=0.4 p = 0.4 and the sample size n=50 n = 50 .

2. ### Relevant Concepts

The variance σ2 \sigma^2 of a binomial distribution can be calculated using the formula:

σ2=np(1p) \sigma^2 = n \cdot p \cdot (1 - p)

where:

  • n n = number of trials (sample size)
  • p p = probability of success
  • (1p) (1 - p) = probability of failure

3. ### Analysis and Detail

Let's plug the values into the formula:

σ2=np(1p)=500.4(10.4) \sigma^2 = n \cdot p \cdot (1 - p) = 50 \cdot 0.4 \cdot (1 - 0.4)

Calculating further:

  1. Calculate 1p 1 - p : 1p=10.4=0.6 1 - p = 1 - 0.4 = 0.6
  2. Now substitute back into the formula: σ2=500.40.6 \sigma^2 = 50 \cdot 0.4 \cdot 0.6
  3. Calculate 0.40.6 0.4 \cdot 0.6 : 0.40.6=0.24 0.4 \cdot 0.6 = 0.24
  4. Finally multiply by 50 50 : σ2=500.24=12 \sigma^2 = 50 \cdot 0.24 = 12

4. ### Verify and Summarize

We calculated step by step and verified that the variance is 12 12 . Therefore, based on the options provided:

Final Answer

c. 12

This problem has been solved

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