Math Problem Statement

At a small coffee shop, the distribution of the number of seconds it takes for a cashier to process an order is approximately normal with mean 276 seconds and standard deviation 38 seconds. Which of the following is closest to the proportion of orders that are processed in less than 240 seconds?

Solution

We are given that the cashier’s order processing time is normally distributed with a mean of 276 seconds and a standard deviation of 38 seconds. We need to find the proportion of orders that are processed in less than 240 seconds.

Step 1: Calculate the Z-score

The Z-score formula is given by:

Z=XμσZ = \frac{X - \mu}{\sigma}

Where:

  • X=240X = 240 (the value we're analyzing),
  • μ=276\mu = 276 (mean),
  • σ=38\sigma = 38 (standard deviation).

Substituting the values:

Z=24027638=36380.947Z = \frac{240 - 276}{38} = \frac{-36}{38} \approx -0.947

Step 2: Look up the Z-score in a standard normal distribution table

For a Z-score of approximately -0.95, the cumulative probability (which gives us the proportion of orders processed in less than 240 seconds) is approximately 0.17.

Conclusion:

The proportion of orders processed in less than 240 seconds is closest to 0.17, which corresponds to option A.


Would you like any further details or have any questions?

Here are 5 related questions you might be interested in:

  1. How do Z-scores help in interpreting normal distributions?
  2. What is the empirical rule for standard normal distributions?
  3. How can the cumulative distribution function (CDF) be used in this context?
  4. What is the significance of negative Z-scores?
  5. How would the result change if the standard deviation was smaller?

Tip: Remember, Z-scores can help standardize values and compare data points from different normal distributions.

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Math Problem Analysis

Mathematical Concepts

Statistics
Normal Distribution
Z-score

Formulas

Z = (X - μ) / σ

Theorems

Empirical Rule
Standard Normal Distribution

Suitable Grade Level

Grades 11-12