Math Problem Statement

Answer

A city school district has students take a mathematics test at the end of eighth grade to determine placement in high school math courses. The scores of this test are approximately normally distributed with a mean of 73 and a standard deviation of 9. Using the Empirical Rule, complete the table to show the probability, as a percent, that a random student receives a score less than 55, between 55 and 82, and above 82.

Solution

The question provides details on a normal distribution with a mean (μ\mu) of 73 and a standard deviation (σ\sigma) of 9. It asks for probabilities using the Empirical Rule, which is also known as the 68-95-99.7 rule. This rule states that:

  1. 68% of the data falls within 1 standard deviation from the mean (i.e., between μσ\mu - \sigma and μ+σ\mu + \sigma).
  2. 95% of the data falls within 2 standard deviations from the mean (i.e., between μ2σ\mu - 2\sigma and μ+2σ\mu + 2\sigma).
  3. 99.7% of the data falls within 3 standard deviations from the mean (i.e., between μ3σ\mu - 3\sigma and μ+3σ\mu + 3\sigma).

Let's calculate the values needed for the table:

1. "Less than 55"

55 is μ2σ\mu - 2\sigma, where: μ2σ=732(9)=7318=55\mu - 2\sigma = 73 - 2(9) = 73 - 18 = 55 Based on the Empirical Rule, 95% of the data falls within two standard deviations. This leaves 5% of the data outside this range, but because the normal distribution is symmetric, half of this 5% (i.e., 2.5%) is below 55.

Answer for less than 55: 2.5%

2. "Between 55 and 82"

82 is μ+1σ\mu + 1\sigma, where: μ+1σ=73+9=82\mu + 1\sigma = 73 + 9 = 82 According to the Empirical Rule, 68% of the data lies within one standard deviation (between 64 and 82). Since 55 is at μ2σ\mu - 2\sigma and 82 is at μ+1σ\mu + 1\sigma, we need to subtract the probability of being less than 55 (2.5%) from the total probability up to 82.

Answer for between 55 and 82: 95%2.5%=92.5%95\% - 2.5\% = 92.5\%

3. "Above 82"

82 is μ+σ\mu + \sigma, and since 68% of the data lies within one standard deviation of the mean, 32% lies outside this range. Symmetry of the distribution tells us that half of this 32% is above 82.

Answer for above 82: 16%

Final table of probabilities:

  • Less than 55: 2.5%
  • Between 55 and 82: 92.5%
  • Above 82: 16%

Do you want further details or explanations?

Here are 5 related questions to deepen your understanding:

  1. How does the Empirical Rule differ from using a standard normal distribution table?
  2. What is the probability of scoring between 64 and 82?
  3. How would you calculate probabilities for a non-symmetric distribution?
  4. Can you find the z-score for a student scoring 85 on the test?
  5. How would the probabilities change if the mean shifted to 80 but the standard deviation remained 9?

Tip: Always ensure that the data you are working with follows a normal distribution before applying the Empirical Rule.

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Math Problem Analysis

Mathematical Concepts

Normal Distribution
Empirical Rule
Standard Deviation
Probability

Formulas

Empirical Rule (68-95-99.7 Rule)
Standard Deviation Calculation: mean ± 1σ, 2σ, 3σ

Theorems

Empirical Rule
Properties of Normal Distribution

Suitable Grade Level

Grades 8-10