Math Problem Statement

For a data set of the pulse rates for a sample of adult​ females, the lowest pulse rate is 3939 beats per​ minute, the mean of the listed pulse rates is x overbarxequals=71.071.0 beats per​ minute, and their standard deviation is sequals=18.318.3 beats per minute. a. What is the difference between the pulse rate of 3939 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 3939 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 3939 beats per minute​ significant?

Solution

We are given the following information about the pulse rates of a sample of adult females:

  • Lowest pulse rate: 3939 beats per minute
  • Mean pulse rate: xˉ=71.0\bar{x} = 71.0 beats per minute
  • Standard deviation: s=18.3s = 18.3 beats per minute

(a) Difference between the pulse rate of 39 and the mean pulse rate

The difference is calculated as:

Difference=MeanLowest Pulse Rate\text{Difference} = \text{Mean} - \text{Lowest Pulse Rate}

=71.039= 71.0 - 39

=32.0= 32.0

(b) How many standard deviations is this difference?

To determine how many standard deviations this difference represents, we divide it by the standard deviation:

Number of standard deviations=DifferenceStandard Deviation\text{Number of standard deviations} = \frac{\text{Difference}}{\text{Standard Deviation}}

=32.018.3= \frac{32.0}{18.3}

1.75\approx 1.75

(c) Convert the pulse rate of 39 beats per minute to a z-score

The z-score is calculated as:

z=xxˉsz = \frac{x - \bar{x}}{s}

=3971.018.3= \frac{39 - 71.0}{18.3}

=32.018.3= \frac{-32.0}{18.3}

1.75\approx -1.75

(d) Is the pulse rate of 39 beats per minute significant?

A pulse rate is considered neither significantly low nor significantly high if its z-score is between -2 and 2.

Since the computed z-score is -1.75, it falls within this range. Therefore, the pulse rate of 39 beats per minute is not considered significantly low.


Do you want further details or have any questions?

Related Questions:

  1. What does a z-score represent in statistical terms?
  2. How do we interpret a z-score of -1.75 in a real-world context?
  3. If a pulse rate were 100 beats per minute, what would its z-score be?
  4. What percentage of data falls within 1 standard deviation in a normal distribution?
  5. How would the classification change if the threshold for significance was set at ±1.5 instead of ±2?

Tip:
A z-score tells us how far a data point is from the mean in terms of standard deviations. The farther from 0, the more unusual the value is!

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Math Problem Analysis

Mathematical Concepts

Statistics
Descriptive Statistics
Standard Deviation
Z-score

Formulas

Difference = Mean - Given Value
Number of Standard Deviations = Difference / Standard Deviation
Z-score = (X - Mean) / Standard Deviation

Theorems

Z-score interpretation
Empirical Rule

Suitable Grade Level

High School (Grades 9-12), College Introductory Statistics