Question
The length of life of an instrument produced by a machine has a normal distribution with a mean of 12 months and standard deviation of 2 months. Find the probability that an instrument produced by this machine will last less than 7 months.Round to the nearest thousandth.
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Answered by
GPT-4o mini
To find the probability that an instrument produced by the machine will last less than 7 months, we will use the properties of the normal distribution. Given the mean (\(\mu\)) and standard deviation (\(\sigma\)):
- Mean (\(\mu\)) = 12 months
- Standard deviation (\(\sigma\)) = 2 months
We need to find the probability \(P(X < 7)\), where \(X\) is the normally distributed variable representing the length of life of the instrument.
First, we will standardize the variable \(X\) using the Z-score formula:
\[
Z = \frac{X - \mu}{\sigma}
\]
For \(X = 7\):
\[
Z = \frac{7 - 12}{2} = \frac{-5}{2} = -2.5
\]
Next, we can find the probability corresponding to this Z-score. We can look this up in the standard normal distribution table or use a calculator.
Using the Z-table, we find the probability that \(Z < -2.5\):
\[
P(Z < -2.5) \approx 0.0062
\]
Thus, the probability that an instrument produced by this machine will last less than 7 months is approximately:
\[
P(X < 7) \approx 0.0062
\]
Rounding this to the nearest thousandth, the final answer is:
\[
\boxed{0.006}
\]
- Mean (\(\mu\)) = 12 months
- Standard deviation (\(\sigma\)) = 2 months
We need to find the probability \(P(X < 7)\), where \(X\) is the normally distributed variable representing the length of life of the instrument.
First, we will standardize the variable \(X\) using the Z-score formula:
\[
Z = \frac{X - \mu}{\sigma}
\]
For \(X = 7\):
\[
Z = \frac{7 - 12}{2} = \frac{-5}{2} = -2.5
\]
Next, we can find the probability corresponding to this Z-score. We can look this up in the standard normal distribution table or use a calculator.
Using the Z-table, we find the probability that \(Z < -2.5\):
\[
P(Z < -2.5) \approx 0.0062
\]
Thus, the probability that an instrument produced by this machine will last less than 7 months is approximately:
\[
P(X < 7) \approx 0.0062
\]
Rounding this to the nearest thousandth, the final answer is:
\[
\boxed{0.006}
\]
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