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 () of 0 and a standard deviation () of 1.
Step-by-Step Explanation:
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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: where is the standard normal variable.
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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 is: This means 97.72% of the data lies below 2 standard deviations above the mean.
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Complement Rule: To find the percentage of scores that are at least 2 standard deviations above the mean, we subtract this value from 1:
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Convert to Percentage: Multiply by 100 to get the percentage:
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:
- What percentage of scores fall between 1 and 2 standard deviations above the mean?
- How would the percentages change if the standard deviation were 2 instead of 1?
- What percentage of scores are more than 3 standard deviations above the mean?
- How would you calculate the percentage of scores below 2 standard deviations below the mean?
- 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
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