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 how long is an instrument that separates the bottom 83.398% will last? Round to the nearest hundredth.
Answers
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Answered by
GPT-4o mini
To find the duration that separates the bottom 83.398% of the distribution, we need to determine the z-score that corresponds to the cumulative probability of 0.83398.
1. **Finding the z-score:**
- We can use a z-table, calculator, or statistical software to find the z-score corresponding to the cumulative probability of 0.83398.
- Looking it up, we find that the z-score for 0.83398 is approximately 0.967.
2. **Using the z-score formula:**
The z-score formula is given by:
\[
z = \frac{X - \mu}{\sigma}
\]
Where:
- \( z \) = z-score
- \( X \) = value in the distribution
- \( \mu \) = mean of the distribution (12 months)
- \( \sigma \) = standard deviation of the distribution (2 months)
3. **Solving for \( X \):**
Rearranging the formula to solve for \( X \):
\[
X = \mu + z \cdot \sigma
\]
Substituting in the values we have:
\[
X = 12 + 0.967 \times 2
\]
\[
X = 12 + 1.934
\]
\[
X \approx 13.934
\]
4. **Rounding:**
Rounding to the nearest hundredth, we have:
\[
X \approx 13.93
\]
Thus, the instrument that separates the bottom 83.398% of the distribution will last approximately **13.93 months**.
1. **Finding the z-score:**
- We can use a z-table, calculator, or statistical software to find the z-score corresponding to the cumulative probability of 0.83398.
- Looking it up, we find that the z-score for 0.83398 is approximately 0.967.
2. **Using the z-score formula:**
The z-score formula is given by:
\[
z = \frac{X - \mu}{\sigma}
\]
Where:
- \( z \) = z-score
- \( X \) = value in the distribution
- \( \mu \) = mean of the distribution (12 months)
- \( \sigma \) = standard deviation of the distribution (2 months)
3. **Solving for \( X \):**
Rearranging the formula to solve for \( X \):
\[
X = \mu + z \cdot \sigma
\]
Substituting in the values we have:
\[
X = 12 + 0.967 \times 2
\]
\[
X = 12 + 1.934
\]
\[
X \approx 13.934
\]
4. **Rounding:**
Rounding to the nearest hundredth, we have:
\[
X \approx 13.93
\]
Thus, the instrument that separates the bottom 83.398% of the distribution will last approximately **13.93 months**.
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