Math Problem Statement
For a data set of the pulse rates for a sample of adult females, the lowest pulse rate is
3636
beats per minute, the mean of the listed pulse rates is
x overbarxequals=79.079.0
beats per minute, and their standard deviation is
sequals=27.227.2
beats per minute.
a. What is the difference between the pulse rate of
3636
beats per minute and the mean pulse rate of the females?
b. How many standard deviations is that [the difference found in part (a)]?
c. Convert the pulse rate of
3636
beats per minutes to a z score.
d. If we consider pulse rates that convert to z scores between
minus−2
and 2 to be neither significantly low nor significantly high, is the pulse rate of
3636
beats per minute significant?
Solution
Let's break down the problem step by step.
We have the following dataLet's break down the problem step by step.
We have the following
- Lowest pulse rate: beats per minute
- Mean pulse rate beats per minute
- Standard deviation beats per minute
Part a. Difference between the pulse rate of 36 and the mean pulse rate
The difference can be calculated as: Substitute the values: So, the difference between the pulse rate of 36 beats per minute and the mean pulse rate is 43.0 beats per minute.
Part b. How many standard deviations is the difference?
The number of standard deviations is found by dividing the difference by the standard deviation : Substitute the values: So, the difference is approximately 1.58 standard deviations.
Part c. Convert the pulse rate of 36 beats per minute to a z-score
The formula for the z-score is: where , , and . Substitute the values: So, the z-score for a pulse rate of 36 beats per minute is approximately -1.58.
Part d. Is the pulse rate of 36 significant?
We are given that pulse rates with z-scores between and are considered neither significantly low nor high. Since the z-score for 36 beats per minute is , which lies between and , the pulse rate is not significant.
Let me know if you need any further details!
Here are 5 related questions for deeper exploration:
- What does a z-score represent in statistics, and why is it useful?
- How would the interpretation change if the standard deviation were much smaller or larger?
- What does it mean for a value to be "significantly low" in terms of z-scores?
- How do outliers affect the mean and standard deviation of a data set?
- Can we conclude anything about the distribution of pulse rates from this sample?
Tip: The z-score can help determine how far away a value is from the mean, making it a key tool for identifying outliers or significant values in a data set.
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Math Problem Analysis
Mathematical Concepts
Statistics
Z-Scores
Standard Deviation
Mean
Formulas
Difference = Mean - Pulse rate
Number of standard deviations = Difference / Standard deviation
Z-score = (Pulse rate - Mean) / Standard deviation
Theorems
Z-score calculation
Standard deviation interpretation
Suitable Grade Level
Grades 9-12
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