Math Problem Statement
less than 7%
Solution
In this problem, you are dealing with a situation where a normal approximation to the binomial distribution is being applied. Let's summarize what’s happening in each part:
Part 1:
- You are asked to determine whether the normal approximation is appropriate.
- Conditions for using normal approximation are that both and , where is the sample size, and is the probability of success.
- For the sample of 245 employed adults, and , both are greater than 10, so the approximation is appropriate.
Part 2:
- You calculate the probability that less than 8.4% of the individuals hold multiple jobs. The probability calculated is , likely using the z-score and cumulative normal distribution table.
Part 3:
- A new sample of 333 is considered, and you're finding the probability that less than 8.4% hold multiple jobs. The result is .
Part 4 (Upcoming):
- You'll likely be asked to find the probability for more than 7.9% in a sample of 333 employed adults. You'll apply the same normal approximation and calculate the z-score accordingly.
Would you like to continue working on Part 4 or need more detailed explanations of any part?
Relative Questions:
- What is the difference between using normal approximation and the exact binomial distribution?
- How is the z-score calculated for a given percentage in a normal distribution?
- Why is it important that both and are greater than 10 when using normal approximation?
- How does increasing the sample size affect the accuracy of normal approximation?
- What would happen if the percentage value (e.g., 8.4%) were closer to 50% instead of 12%? Would normal approximation still be valid?
Tip:
When using the normal approximation to the binomial distribution, remember to apply a continuity correction of when calculating probabilities for discrete distributions.
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Math Problem Analysis
Mathematical Concepts
Probability
Normal Approximation
Binomial Distribution
Formulas
np ≥ 10 and n(1 - p) ≥ 10 (for normal approximation)
Z = (X - μ) / σ (z-score formula)
Theorems
Central Limit Theorem
Normal Approximation to the Binomial
Suitable Grade Level
College level (Statistics)
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