Math Problem Statement
A manufacturing machine has a 6% defect rate.
If 8 items are chosen at random, what is the probability that at least one will have a defect? Give your answer as a fraction or decimal out to at least 4 places.
Solution
To find the probability that at least one of the 8 items chosen will have a defect, we can approach this problem using the complement rule. The complement rule states that the probability of an event happening is the probability of it not happening.
Step-by-step Solution:
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Defining the Problem: The probability of an item being defective is 6%, or . Therefore, the probability that an item is not defective is .
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Finding the Complement: The probability that none of the 8 items are defective (i.e., all 8 items are non-defective) is the product of the probability that each individual item is non-defective:
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Calculation: Now, calculate :
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Finding the Desired Probability: The probability that at least one of the 8 items is defective is the complement of the probability that none are defective:
Thus, the probability that at least one of the 8 items is defective is approximately .
Final Answer:
Would you like further details or have any other questions?
Here are 5 related questions you might find interesting:
- What is the probability that exactly two of the items are defective?
- How would the probability change if the defect rate increased to 10%?
- If the sample size increased to 12 items, what would be the probability of at least one defect?
- What is the probability that none of the 8 items are defective?
- How do probabilities change when choosing items with replacement versus without?
Tip: Understanding complements is a powerful tool in probability, especially when calculating "at least one" events!
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Math Problem Analysis
Mathematical Concepts
Probability
Complement Rule
Formulas
P(at least one defective) = 1 - P(none defective)
P(none defective) = (0.94)^8
Theorems
Complement Rule in Probability
Suitable Grade Level
Grades 10-12
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