Math Problem Statement

A manufacturer knows that their items have a normally distributed lifespan, with a mean of 7.6 years and a standard deviation of 0.9 years. The 1% of items with the shortest lifespan will last less than how many years?

Solution

To solve this problem, we need to calculate the value below which the shortest 1% of the normally distributed lifespans fall. The parameters given are:

  • Mean μ=7.6\mu = 7.6 years
  • Standard deviation σ=0.9\sigma = 0.9 years
  • We are looking for the 1st percentile, which means the point at which 1% of the distribution lies below it.

This can be solved using the formula for a value in a normal distribution:

X=μ+ZσX = \mu + Z \cdot \sigma

Where ZZ is the z-score corresponding to the 1st percentile in a standard normal distribution. We can find ZZ from standard z-tables or a calculator. For the 1st percentile, Z2.326Z \approx -2.326.

Now, we substitute the values into the formula:

X=7.6+(2.326)0.9X = 7.6 + (-2.326) \cdot 0.9

Let me calculate that for you.The lifespan corresponding to the 1% of items with the shortest lifespan is approximately 5.5 years.

Do you need further details or have any questions?

Here are some related questions to explore:

  1. What is the z-score for the 10th percentile in a normal distribution?
  2. How would the lifespan change if the standard deviation increased?
  3. What if the mean lifespan was 8 years? How would the 1% lifespan change?
  4. How can you use a z-table to find percentiles in a normal distribution?
  5. How does the concept of z-scores apply in quality control?

Tip: The smaller the z-score, the further away you are from the mean on the lower side of the distribution!

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Math Problem Analysis

Mathematical Concepts

Normal Distribution
Percentiles
Z-scores

Formulas

X = μ + Z * σ
Where X is the value, μ is the mean, Z is the z-score, and σ is the standard deviation.

Theorems

Properties of the Normal Distribution

Suitable Grade Level

Grades 10-12