Math Problem Statement

When Marques commutes to work, the amount of time it takes him to arrive is normally distributed with a mean of 37 minutes and a standard deviation of 4.5 minutes. Using the empirical rule, what percentage of his commutes will be between 23.5 and 50.5 minutes?

Solution

To solve this problem using the empirical rule (68-95-99.7 rule), let’s analyze the given information:

  • Mean (μ\mu) = 37 minutes
  • Standard deviation (σ\sigma) = 4.5 minutes

The empirical rule states that for a normal distribution:

  1. Approximately 68% of the data falls within 1 standard deviation of the mean (μ±σ\mu \pm \sigma).
  2. Approximately 95% of the data falls within 2 standard deviations of the mean (μ±2σ\mu \pm 2\sigma).
  3. Approximately 99.7% of the data falls within 3 standard deviations of the mean (μ±3σ\mu \pm 3\sigma).

Step 1: Calculate μ±σ\mu \pm \sigma and μ±2σ\mu \pm 2\sigma

  • μσ=374.5=32.5\mu - \sigma = 37 - 4.5 = 32.5

  • μ+σ=37+4.5=41.5\mu + \sigma = 37 + 4.5 = 41.5

  • μ2σ=372(4.5)=28\mu - 2\sigma = 37 - 2(4.5) = 28

  • μ+2σ=37+2(4.5)=46\mu + 2\sigma = 37 + 2(4.5) = 46

Step 2: Determine the interval 23.5 to 50.5

  • The interval 23.523.5 to 50.550.5 spans from μ3σ\mu - 3\sigma to μ+3σ\mu + 3\sigma:
    • μ3σ=373(4.5)=23.5\mu - 3\sigma = 37 - 3(4.5) = 23.5
    • μ+3σ=37+3(4.5)=50.5\mu + 3\sigma = 37 + 3(4.5) = 50.5

Step 3: Apply the empirical rule

The interval 23.523.5 to 50.550.5 corresponds to μ±3σ\mu \pm 3\sigma, which, according to the empirical rule, includes 99.7% of the commutes.

Final Answer:

99.7% of Marques' commutes will be between 23.5 and 50.5 minutes.


Would you like a deeper breakdown or additional examples?

Related Questions:

  1. What percentage of commutes are shorter than 23.5 minutes?
  2. What is the probability a commute is between 32.5 and 41.5 minutes?
  3. Can you explain how to use the Z-score to verify this result?
  4. How would the percentages change if the standard deviation were 6 minutes?
  5. What are the limits of the empirical rule for real-world applications?

Tip:

When using the empirical rule, always start by identifying how many standard deviations the interval spans to quickly approximate probabilities.

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Math Problem Analysis

Mathematical Concepts

Normal Distribution
Empirical Rule
Standard Deviation
Probability

Formulas

Empirical Rule: 68-95-99.7 Rule
Mean (\( \mu \))
Standard Deviation (\( \sigma \))

Theorems

Empirical Rule (68-95-99.7 Rule)

Suitable Grade Level

Grades 9-12