Math Problem Statement
A standardized exam's scores are normally distributed. In a recent year, the mean test score was 14871487 and the standard deviation was 317317. The test scores of four students selected at random are 18901890, 12401240, 21802180, and 13901390. Find the z-scores that correspond to each value and determine whether any of the values are unusual.
Solution
To solve this, we'll calculate the z-scores for each test score using the formula:
Where:
- is the test score,
- is the mean,
- is the standard deviation.
Step 1: Calculate z-scores for each value
- For :
- For :
- For :
- For :
Step 2: Determine whether the values are unusual
In general, a z-score is considered unusual if:
- For , : Not unusual.
- For , : Not unusual.
- For , : Unusual ().
- For , : Not unusual.
Conclusion:
The test score of is unusual because its z-score is greater than 2. None of the other scores are unusual.
Would you like me to provide further explanations or visualizations? Here are related questions:
- How do we interpret the z-score for normal distributions?
- What is the probability associated with each z-score?
- Why is a z-score above 2 considered unusual?
- How do standard deviations affect the spread of a dataset?
- Can we visualize the distribution of the data and z-scores?
Tip: Z-scores are a powerful way to compare data points across distributions with different means and standard deviations.
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Math Problem Analysis
Mathematical Concepts
Statistics
Normal Distribution
Z-scores
Formulas
z = (x - μ) / σ
Theorems
Empirical Rule for Normal Distributions
Suitable Grade Level
Grades 10-12
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