Math Problem Statement
Solution
The question asks to find the bone density test scores that separate the lowest 5% and the highest 5% of a normal distribution, with a mean () of 0 and a standard deviation () of 1.
To find the cutoff values, we can determine the Z-scores that correspond to the bottom 5% and top 5% in a standard normal distribution:
- For the bottom 5%, we need the Z-score for the 5th percentile. In a standard normal table, the Z-score approximately equals .
- For the top 5%, we need the Z-score for the 95th percentile. This Z-score approximately equals .
Thus, the cutoff values are approximately:
- Lower cutoff:
- Upper cutoff:
Solution for the Options
The correct graph should display shaded regions at both ends, with labels at and . Based on the image, option B is correct as it shows these two cut-off areas shaded on both tails.
Final Answer
The bone density scores are: (rounded to two decimal places).
Would you like further details on this calculation?
Related Questions:
- What does the Z-score represent in a normal distribution?
- How is the 5th percentile of a normal distribution calculated?
- Why do we use Z-scores to find cutoff values in a normal distribution?
- Can these cutoff values be used in other contexts of standard normal distributions?
- What would be the cutoff values if the standard deviation was different from 1?
Tip:
When working with standard normal distributions, Z-scores simplify finding probabilities and cutoff values, as they relate directly to standard deviations from the mean.
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Math Problem Analysis
Mathematical Concepts
Statistics
Normal Distribution
Z-scores
Percentiles
Formulas
Z-score formula for cutoff values
Theorems
Properties of the Standard Normal Distribution
Suitable Grade Level
Grades 10-12
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