Math Problem Statement

he flight times between two cities can be modeled by a normal distribution with a mean of 75 minutes and a standard deviation of x minutes. Given that 2% of the flight times are longer than 82 minutes. Find the standard deviation

Solution

To solve this problem, we need to find the standard deviation, xx, given the following conditions:

  • The flight times follow a normal distribution with a mean μ=75\mu = 75 minutes.
  • 2% of the flight times are longer than 82 minutes.

This can be expressed as:

P(X>82)=0.02P(X > 82) = 0.02

In a normal distribution, we can use the z-score formula to standardize this problem:

z=Xμσz = \frac{X - \mu}{\sigma}

Here, X=82X = 82, μ=75\mu = 75, and σ=x\sigma = x. Substituting these values in, we have:

z=8275xz = \frac{82 - 75}{x}

z=7xz = \frac{7}{x}

We know that P(X>82)=0.02P(X > 82) = 0.02 corresponds to a z-score such that 2% of the data lies to the right of it. Using a standard normal distribution table or a calculator, we find that the z-score corresponding to the 98th percentile (since 1 - 0.02 = 0.98) is approximately:

z2.054z \approx 2.054

Setting up the equation:

7x=2.054\frac{7}{x} = 2.054

Solving for xx:

x=72.0543.41x = \frac{7}{2.054} \approx 3.41

Therefore, the standard deviation is approximately σ=3.41\sigma = 3.41 minutes.

Would you like more details on any part of this solution?


Related Questions:

  1. How would the problem change if the mean flight time were 80 minutes?
  2. What would be the standard deviation if only 1% of flight times were longer than 82 minutes?
  3. How can we use the empirical rule to approximate the probability of flight times?
  4. What is the z-score for a flight time of 70 minutes with this standard deviation?
  5. How would the z-score change if the mean flight time were 70 minutes?

Tip: For normal distributions, knowing the mean and standard deviation allows you to calculate probabilities for any range of values.

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Math Problem Analysis

Mathematical Concepts

Statistics
Normal Distribution
Z-Scores
Percentiles

Formulas

Z-Score formula: z = (X - μ) / σ
Probability formula: P(X > x)

Theorems

Properties of Normal Distribution
Z-Score Percentile Relationship

Suitable Grade Level

Grades 10-12