Math Problem Statement

Find the bone density scores that are normally distributed with a mean of 0 and a standard deviation of 1, find the percentage of scores that are : a ) significantly high ( or at least 2 standard deviations above the mean. )

Solution

To solve this, we'll use the properties of the standard normal distribution, which has a mean (μ\mu) of 0 and a standard deviation (σ\sigma) of 1.

Step-by-Step Explanation:

  1. Definition: A score that is at least 2 standard deviations above the mean is defined as being significantly high.

    • This means we are interested in the probability of scores being greater than or equal to 2 standard deviations from the mean.

    Mathematically, we need to find: P(Z2)P(Z \geq 2) where ZZ is the standard normal variable.

  2. Using the Z-table or Standard Normal Distribution Table: We can find the probability that a score is less than 2 standard deviations above the mean.

    The cumulative probability for Z=2Z = 2 is: P(Z2)=0.9772P(Z \leq 2) = 0.9772 This means 97.72% of the data lies below 2 standard deviations above the mean.

  3. Complement Rule: To find the percentage of scores that are at least 2 standard deviations above the mean, we subtract this value from 1: P(Z2)=10.9772=0.0228P(Z \geq 2) = 1 - 0.9772 = 0.0228

  4. Convert to Percentage: Multiply by 100 to get the percentage: 0.0228×100=2.28%0.0228 \times 100 = 2.28\%

Conclusion:

  • The percentage of bone density scores that are significantly high (at least 2 standard deviations above the mean) is 2.28%.

Would you like further details or have any questions?

Here are 5 related questions for further exploration:

  1. What percentage of scores fall between 1 and 2 standard deviations above the mean?
  2. How would the percentages change if the standard deviation were 2 instead of 1?
  3. What percentage of scores are more than 3 standard deviations above the mean?
  4. How would you calculate the percentage of scores below 2 standard deviations below the mean?
  5. What is the probability of scores falling between the mean and 2 standard deviations above it?

Tip: The total area under a normal distribution curve is always 1 (or 100%), which helps when calculating probabilities based on standard deviations.

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Math Problem Analysis

Mathematical Concepts

Statistics
Normal Distribution
Standard Deviation
Z-Scores
Probability

Formulas

P(Z ≥ 2) = 1 - P(Z ≤ 2)
P(Z ≤ 2) from Z-table

Theorems

Empirical Rule
Standard Normal Distribution

Suitable Grade Level

Grades 9-12