Math Problem Statement
Question 10
10 pts
Provide an appropriate response.
Find the indicated IQ score. The graph depicts IQ scores of adults, and those scores are normally distributed with a mean of 100 and a standard deviation of 15 (as on the Wechsler test).
The shaded area under the curve is 0.10.
• 108.1
0 80.8
100.5
119.2
Solution
To solve this problem, we need to find the IQ score corresponding to a cumulative probability (area under the curve) of 0.10. The normal distribution provided has:
- Mean () = 100
- Standard deviation () = 15
- The shaded area = 0.10
Approach:
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Standard normal distribution (Z-score): The given normal distribution can be converted to the standard normal distribution using: where is the IQ score, is the mean, and is the standard deviation.
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Finding the Z-score: The Z-score corresponding to the cumulative area of 0.10 can be looked up in a Z-table or calculated using a calculator. For a left-tailed area of 0.10, the Z-score is approximately -1.28.
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Converting Z-score to IQ score: Now, convert the Z-score back to the original scale of the IQ test using the formula: Substituting the values:
Conclusion:
The IQ score corresponding to the shaded area of 0.10 is 80.8, so the correct answer is:
Would you like further clarification or more details on any step?
Here are 5 related questions for practice:
- What IQ score corresponds to a cumulative probability of 0.05 in this distribution?
- How do we find the Z-score for a given cumulative area in a normal distribution?
- If the shaded area was 0.50, what IQ score would you expect?
- How would the IQ score change if the standard deviation were smaller, say 10 instead of 15?
- What is the probability of an IQ score greater than 119.2?
Tip: Always remember to convert between the Z-score and actual data points when working with normal distributions!
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Math Problem Analysis
Mathematical Concepts
Normal Distribution
Z-Score
Probability
Formulas
Z = (X - μ) / σ
X = Z * σ + μ
Theorems
Standard Normal Distribution
Suitable Grade Level
Grades 9-12
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