Math Problem Statement
Assume that adults have IQ scores that are normally distributed with a mean of
mu equals 100μ=100
and a standard deviation
sigma equals 20σ=20.
Find the probability that a randomly selected adult has an IQ between
8383
and
Solution
To find the probability that a randomly selected adult has an IQ between 83 and 117, given that IQ scores are normally distributed with a mean and standard deviation , we can use the standard normal distribution (Z-distribution).
Step 1: Convert the IQ scores to Z-scores
The Z-score formula is:
where:
- is the value we want to convert,
- is the mean,
- is the standard deviation.
For :
For :
Step 2: Find the probabilities corresponding to these Z-scores
Using the standard normal distribution table or a calculator:
- The probability corresponding to is approximately 0.1977.
- The probability corresponding to is approximately 0.8023.
Step 3: Find the probability between the two Z-scores
The probability that the IQ is between 83 and 117 is the difference between the two probabilities:
Final Answer:
The probability that a randomly selected adult has an IQ between 83 and 117 is approximately 0.6046 or 60.46%.
Would you like further details on how to use the Z-tables or any clarifications?
Here are 5 related questions to explore further:
- How do you find the probability for IQ scores above a certain value?
- What is the probability of having an IQ below 83?
- How does changing the standard deviation affect the probability distribution?
- How would you calculate the probability for IQ scores between two non-standard values, like 90 and 110?
- What is the Z-score interpretation in real-world terms?
Tip: Always remember that a Z-score tells you how many standard deviations away a particular value is from the mean.
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Math Problem Analysis
Mathematical Concepts
Statistics
Normal Distribution
Z-scores
Formulas
Z = (X - μ) / σ
Theorems
68-95-99.7 Rule (Empirical Rule)
Standard Normal Distribution
Suitable Grade Level
Grades 11-12 and introductory college statistics
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