Math Problem Statement
Solution
To solve this problem, we need to find the IQ score, , that corresponds to a given probability value. The question specifies that the IQ scores are normally distributed with:
- Mean () = 100
- Standard deviation () = 15
The graph shows a probability of 0.2969 to the right of , meaning the area to the right of in the normal distribution is 0.2969. To find , follow these steps:
Solution:
-
Convert the right-tail probability to a left-tail probability:
- Since the total area under the normal distribution is 1, the area to the left of is .
-
Find the corresponding z-score:
- Using a z-table or a statistical calculator, find the z-score that gives a cumulative probability of 0.7031.
- The z-score for 0.7031 is approximately 0.53.
-
Convert the z-score to the IQ score:
- Use the z-score formula:
- Rearrange to solve for :
- Substitute the values:
- Rounding to the nearest whole number, the indicated IQ score is 108.
Answer:
The indicated IQ score is 108.
Would you like further details on any part of this solution?
Here are some related questions for further practice:
- What would the indicated IQ score be if the area to the right were 0.15?
- How would the solution change if the mean IQ were 105 instead of 100?
- What is the probability of an IQ score being greater than 120 in this distribution?
- How can you find the z-score if only given the left-tail probability?
- What does a z-score of 0 mean in a normal distribution?
Tip: When solving for an unknown value in a normal distribution, it's often easier to first convert probabilities to z-scores, then use the mean and standard deviation to find the actual data value.
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Math Problem Analysis
Mathematical Concepts
Statistics
Normal Distribution
Z-scores
Probability
Formulas
z = (x - μ) / σ
x = z * σ + μ
Theorems
Empirical Rule
Standard Normal Distribution
Suitable Grade Level
High School (Grades 10-12)
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