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 μ=100\mu = 100 and standard deviation σ=20\sigma = 20, we can use the standard normal distribution (Z-distribution).

Step 1: Convert the IQ scores to Z-scores

The Z-score formula is:

Z=XμσZ = \frac{X - \mu}{\sigma}

where:

  • XX is the value we want to convert,
  • μ\mu is the mean,
  • σ\sigma is the standard deviation.

For X=83X = 83:

Z1=8310020=1720=0.85Z_1 = \frac{83 - 100}{20} = \frac{-17}{20} = -0.85

For X=117X = 117:

Z2=11710020=1720=0.85Z_2 = \frac{117 - 100}{20} = \frac{17}{20} = 0.85

Step 2: Find the probabilities corresponding to these Z-scores

Using the standard normal distribution table or a calculator:

  • The probability corresponding to Z1=0.85Z_1 = -0.85 is approximately 0.1977.
  • The probability corresponding to Z2=0.85Z_2 = 0.85 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:

P(83<X<117)=P(Z2)P(Z1)=0.80230.1977=0.6046P(83 < X < 117) = P(Z_2) - P(Z_1) = 0.8023 - 0.1977 = 0.6046

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:

  1. How do you find the probability for IQ scores above a certain value?
  2. What is the probability of having an IQ below 83?
  3. How does changing the standard deviation affect the probability distribution?
  4. How would you calculate the probability for IQ scores between two non-standard values, like 90 and 110?
  5. 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