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Which of the three measures of central tendency may not be unique for a given data set?

Short Answer

Expert verified
The mode may not be unique for a given data set.

Step by step solution

01

Understanding Measures of Central Tendency

The measures of central tendency refer to the mean, median, and mode. Each of these provides a different way of identifying the center of a data set.
02

Examining the Uniqueness of the Mean

The mean is calculated by summing all the numbers in a data set and then dividing by the number of data points. For a given data set, the mean is always unique because it is a single computed value based on a precise calculation.
03

Examining the Uniqueness of the Median

The median is the middle value in a data set when it is ordered from smallest to largest. If there is an odd number of observations, the median is unique. However, if there is an even number of observations, the median is the average of the two middle numbers, which is still unique for that data set.
04

Examining the Uniqueness of the Mode

The mode is the value that appears most frequently in a data set. A data set can have no mode (if no number repeats), one mode, or more than one mode (if multiple values have the same frequency). Because of this variability in occurrence, the mode may not be unique.
05

Conclusion

Based on the analysis, the mode is the measure of central tendency that may not be unique for a given data set, as it can have more than one value or none at all.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Mean
The mean is one of the most commonly used measures of central tendency and is often referred to as the "average." It is a single value that represents the center of the data set by considering all data points. To find the mean, you take the sum of all the data values and divide it by the total number of values. Mathematically, this is expressed as:\[\text{Mean} = \frac{\text{Sum of all data points}}{\text{Number of data points}}\]This method ensures that every piece of data contributes to the final figure, making it a comprehensive representation of the data set. While the mean is always a unique figure for any particular set of numbers, it can be affected by extreme values, or outliers, which may skew the average. Therefore, in data sets with significant outliers, the mean might not always provide the most accurate reflection of the central tendency.
Median
The median is the middle value of a data set when the numbers are arranged in ascending order. It splits the data into two equal halves. To identify the median:
  • Order the data from smallest to largest.
  • If the number of data points is odd, the median is the middle number.
  • If the number of data points is even, you find the median by averaging the two middle numbers.
The median is unique because it is directly dependent on the ordered position in the data sequence rather than the numerical value of data points. This can be particularly useful in situations where a data set has outliers, as the median is not influenced by extreme values, unlike the mean. For data sets where there is no distortion due to outliers, the mean and median can be quite similar.
Mode
The mode is a measure of central tendency that identifies the most frequently occurring value(s) in a data set. It requires you to:
  • Count the frequency of each distinct data point.
  • Identify the data point(s) with the highest frequency.
Unlike the mean and median, the mode is the only measure that can be non-unique. A data set can be "unimodal," having a single mode, "bimodal," with two modes, "multimodal," with more than two modes, or even "no mode" if all values occur with the same frequency. The mode is particularly helpful for categorical data where you are interested in knowing which item or characteristic is the most common. However, in numerical data sets with lots of unique values, the mode may not provide much insight about the data's central tendency.

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Most popular questions from this chapter

Graph the relative frequency histogram for the 500 measurements summarized in the accompanying relative frequency table.$$ \begin{array}{cc} \text { Class Interval } & \text { Relative Frequency } \\ \hline .5-2.5 & .10 \\ 2.5-4.5 & .15 \\ 4.5-6.5 & .25 \\ 6.5-8.5 & .20 \\ 8.5-10.5 & .05 \\ 10.5-12.5 & .10 \\ 12.5-14.5 & .10 \\ 14.5-16.5 & .05 \end{array} $$

Would you expect the data sets that follow to possess relative frequency distributions that are symmetric, skewed to the right, or skewed to the left? Explain. a. The salaries of all persons employed by a large university b. The grades on an easy test c. The grades on a difficult test d. The amounts of time students in your class studied last week e. The ages of automobiles on a used-car lot f. The amounts of time spent by students on a difficult examination (maximum time is 50 minutes)

Consider the stem-and-leaf display shown here: $$\begin{array}{cl} \text { Stem } & \text { Leaf } \\ \hline 5 & 1 \\ 4 & 457 \\ 3 & 00036 \\ 2 & 1134599 \\ 1 & 2248 \\ 0 & 012 \\ \hline \end{array}$$ a. How many observations were in the original data set? b. In the bottom row of the stem-and-leaf display, identify the stem, the leaves, and the numbers in the original data set represented by this stem and its leaves. c. Re-create all the numbers in the data set, and construct a dot plot.

The U.S. Environmental Protection Agency (EPA) sets a limit on the amount of lead permitted in drinking water. The EPA Action Level for lead is .015 milligram per liter (mg/L) of water. Under EPA guidelines, if \(90 \%\) of a water system's study samples have a lead concentration less than \(.015 \mathrm{mg} / \mathrm{L},\) the water is considered safe for drinking. I (coauthor Sincich) received a report on a study of lead levels in the drinking water of homes in my subdivision. The 90th percentile of the study sample had a lead concentration of \(.00372 \mathrm{mg} / \mathrm{L}\). Are water customers in my subdivision at risk of drinking water with unhealthy lead levels? Explain.

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