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, , given the following conditions:
- The flight times follow a normal distribution with a mean minutes.
- 2% of the flight times are longer than 82 minutes.
This can be expressed as:
In a normal distribution, we can use the z-score formula to standardize this problem:
Here, , , and . Substituting these values in, we have:
We know that 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:
Setting up the equation:
Solving for :
Therefore, the standard deviation is approximately minutes.
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Related Questions:
- How would the problem change if the mean flight time were 80 minutes?
- What would be the standard deviation if only 1% of flight times were longer than 82 minutes?
- How can we use the empirical rule to approximate the probability of flight times?
- What is the z-score for a flight time of 70 minutes with this standard deviation?
- 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
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