Math Problem Statement
The tallest living man at one time had a height of
246246
cm. The shortest living man at that time had a height of
75.7
cm. Heights of men at that time had a mean of
173.45
cm and a standard deviation of
7.06
cm. Which of these two men had the height that was more extreme?
Solution
To determine which man had a more extreme height relative to the population, we can use the concept of z-scores. The z-score measures how many standard deviations a data point is from the mean. The formula to calculate a z-score is:
Where:
- is the individual data point (height in this case),
- is the mean of the population,
- is the standard deviation of the population.
For the tallest man:
For the shortest man:
Let's calculate these z-scores.The z-score for the tallest man is approximately 10.31, and for the shortest man, it is approximately -13.85.
Since the magnitude of the z-score indicates how extreme the height is relative to the population:
- The shortest man has a more extreme height because his z-score of -13.85 is further from zero compared to the tallest man's z-score of 10.31.
Would you like a detailed explanation of the z-score concept or any other clarifications?
Here are 5 questions to expand this topic:
- How can we interpret positive and negative z-scores in general?
- How can extreme z-scores affect data analysis?
- How is the z-score useful in determining outliers?
- What are some applications of z-scores in real-world data?
- Can z-scores help in comparing different data distributions?
Tip: Z-scores are highly useful for comparing data points from different distributions by standardizing them!
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Math Problem Analysis
Mathematical Concepts
Statistics
Standard Deviation
Z-score
Formulas
Z-score formula: z = (x - μ) / σ
Theorems
Z-score concept in normal distribution
Suitable Grade Level
Grades 10-12
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