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Probability of Defective Tools
To find the probability that at most 2 tools will be defective in a sample of 40, we need to calculate the cumulative probability of having 0, 1, or 2 defective tools.
Step 1: Calculate the Probability of a Defective Tool
Given that 5% of the tools produced are defective, the probability of a tool being defective is 0.05. Let's denote this probability as P(defective).
Step 2: Calculate the Probability of a Non-defective Tool
The complement of a defective tool is a non-defective tool. Since there are only two possibilities (defective or non-defective), the probability of a tool being non-defective is 1 - P(defective). Let's denote this probability as P(non-defective).
P(non-defective) = 1 - P(defective) = 1 - 0.05 = 0.95
Step 3: Calculate the Probability of 0 Defective Tools
To calculate the probability of having 0 defective tools in a sample of 40, we need to use the binomial probability formula:
P(X = k) = C(n, k) * p^k * (1 - p)^(n - k)
Where:
- P(X = k) is the probability of getting exactly k successes (in this case, 0 defective tools)
- C(n, k) is the number of combinations of n items taken k at a time
- p is the probability of a single success (defective tool)
- n is the total number of trials (sample size)
- k is the number of successes (defective tools)
In our case, k = 0, p = 0.05, n = 40. Plugging these values into the formula:
P(X = 0) = C(40, 0) * 0.05^0 * (1 - 0.05)^(40 - 0)
C(40, 0) is equal to 1, and any number raised to the power of 0 is 1. Therefore:
P(X = 0) = 1 * 1 * (1 - 0.05)^40 = 0.95^40
Step 4: Calculate the Probability of 1 Defective Tool
Using the same formula as in step 3, but with k = 1, p = 0.05, and n = 40:
P(X = 1) = C(40, 1) * 0.05^1 * (1 - 0.05)^(40 - 1)
C(40, 1) is equal to 40, so:
P(X = 1) = 40 * 0.05 * (1 - 0.05)^39 = 40 * 0.05 * 0.95^39
Step 5: Calculate the Probability of 2 Defective Tools
Using the same formula as in step 3, but with k = 2, p = 0.05, and n = 40:
P(X = 2) = C(40, 2) * 0.05^2 * (1 - 0.05)^(
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