Math Problem Statement
Solution
The question asks for calculations using the normal distribution, specifically , where the mean IQ is 100, and the standard deviation is 16.
We need to calculate the following probabilities:
- Percentage of people with IQs above 85.
- Percentage of people with IQs below 95.
- Percentage of people with IQs between 112 and 136.
Step 1: Standardize the IQ scores using the Z-score formula:
where:
- is the IQ score,
- is the mean,
- is the standard deviation.
a) What percent of people's IQs are expected to be over 85?
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Find the Z-score for 85:
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Use a Z-table or calculator to find the probability for , which gives approximately 0.174.
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To find the percentage above 85: So, about 82.6% of people have IQs above 85.
b) What percent of people's IQs are expected to be under 95?
- Find the Z-score for 95:
- Using a Z-table or calculator, the probability for is approximately 0.378.
So, about 37.8% of people have IQs below 95.
c) What percent of people's IQs are expected to be between 112 and 136?
-
Find the Z-score for 112: Using a Z-table, the probability for is approximately 0.773.
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Find the Z-score for 136: Using a Z-table, the probability for is approximately 0.9878.
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To find the probability between 112 and 136: So, about 21.5% of people have IQs between 112 and 136.
Let me know if you'd like more details on any part!
Here are 5 related questions to expand on this:
- How do you calculate Z-scores for any given distribution?
- What does a negative Z-score represent?
- How does changing the standard deviation affect the shape of the normal curve?
- What is the total area under the normal distribution curve?
- How can you use technology (like a calculator or software) to find these probabilities?
Tip: Always round Z-scores and probabilities to a reasonable number of decimal places for precision.
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Math Problem Analysis
Mathematical Concepts
Statistics
Normal Distribution
Z-scores
Probability
Formulas
Z-score formula: Z = (X - μ) / σ
Probability calculation using Z-tables
Theorems
Empirical Rule for Normal Distribution
Suitable Grade Level
Grades 10-12
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