Math Problem Statement
The systolic blood pressures of sample of 40 women have a mean of 110.8 mm Hg and a standard deviation of 17.1 mm Hg. The highest systolic blood pressure measurement in this sample is 181 mm Hg. In this context, is a systolic blood pressure of 181 mm Hg “unusual”? Answer 1 Question 9
Solution
To determine if a systolic blood pressure of 181 mm Hg is "unusual," we can use the concept of z-scores. A z-score tells us how many standard deviations a particular value is from the mean. Generally, a z-score beyond is considered unusual, and a z-score beyond is considered very unusual.
Z-Score Calculation
The z-score is calculated using the following formula:
Where:
- is the value in question (181 mm Hg in this case).
- is the mean (110.8 mm Hg).
- is the standard deviation (17.1 mm Hg).
Substituting the values:
Interpretation
A z-score of 4.1 means that 181 mm Hg is 4.1 standard deviations above the mean. Since this is well beyond the usual cutoff of 2 or even 3 standard deviations, we can conclude that a systolic blood pressure of 181 mm Hg is indeed very unusual in this context.
Answer 1 Question 9: Yes, a systolic blood pressure of 181 mm Hg is "unusual."
Would you like any more details or have any further questions?
Here are five related questions to consider:
- What might be the clinical implications of such an unusual systolic blood pressure?
- How would the interpretation change if the standard deviation were larger?
- What proportion of the sample would typically fall within 2 standard deviations of the mean?
- How does the z-score help in comparing different data points across different distributions?
- What other statistical methods can be used to identify outliers in a dataset?
Tip: In real-world applications, identifying unusual data points using z-scores is a common technique for detecting outliers that might require further investigation.
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Math Problem Analysis
Mathematical Concepts
Descriptive Statistics
Z-Score
Formulas
Z-Score formula: z = (X - \mu) / \sigma
Theorems
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Suitable Grade Level
Advanced High School
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