Question

In: Statistics and Probability

how are the measures of central tendency and variability used to analyze a data distribution

how are the measures of central tendency and variability used to analyze a data distribution

Solutions

Expert Solution

They help to tell easily about the data. They are more of representatives of a large size of data.

It might be very hard to tell about what we have found in the collected data. That’s the core purpose of using statistics. Central tendency and Dispersion/measures of variability are two statistics that are frequently used to describe data. These are :descriptive statistics' because they can help us to describe the data.

1. Central Tendency :

Mean, median and mode

These are most popular measures of central tendency. Their purpose is to summarize huge data with a single number. Suppose we have data on height of students in your class.

How do we make sense of the data ? We can read each height recorded and come to a conclusion about how tall students generally are in the class . But this would be time consuming also not very specific . Imagine if the class has 200 or 300 students!

In this scenario we use central tendency . It's also called measure of location. Mean for example is the average . Mode is the point with highest repeat. Median is the middle most value. So these mean , median or mode would give us one or just a few numbers. They make understanding your data easy.

2. Measures of Variability/Dispersion

Range, variance and standard deviation

It's important to know the spread of heights within the collected data. Why is it important ? Because if the spread is very high the central tendency(mean , mode , median etc) might be far from many heights. And im that case we will look at the maximum and minimum. Range, variance and standard deviation tell about the spread . Like central tendency, they also give us one or just a few numbers.


Related Solutions

16) Which of these measures are used to analyze the central tendency of data? A) Mean...
16) Which of these measures are used to analyze the central tendency of data? A) Mean and Normal Distribution B) Mean, Median and Mode C) Mode, Alpha & Range D) Standard Deviation, Range and Mean E) Median, Range and Normal Distribution 31) The following data values represent the number of work hours per week for a sample of college students during the previous spring semester.                      30, 17, 16, 20, 14, 28, 18, 17, 29, 14, 20, 29, 36, 69, 16,...
Step 1 Find examples of measures of central tendency and variability. Find an example of data...
Step 1 Find examples of measures of central tendency and variability. Find an example of data presented in some print medium–newspaper, magazine, journal, etc.–and focus on the measures of central tendency and measures of variability. Step 2 Write about your example. Prepare your discussion posting by answering the following: Which measures or central tendency and variability were presented in the article? Were they presented correctly? Is there a clearer way the author could have presented the information? In what ways...
What are measures of central tendency and measures of dispersion? What are some of the commonly used measures of central tendency and dispersion?
What are measures of central tendency and measures of dispersion? What are some of the commonly used measures of central tendency and dispersion?
The most frequently used measures of central tendency for quantitative data are the mean and the...
The most frequently used measures of central tendency for quantitative data are the mean and the median. The following table shows civil service examination scores from 24 applicants to law enforcement jobs: 83        74        85        79 82        67        78        70 18        93        64        27 93        98        82        78 68        82        83        99 96        62        93        58 Using Excel, find the mean, standard deviation, and 5-number summary of this sample. Construct and paste a box plot depicting the 5-number summary. Does the dataset have outliers? If so, which one(s)? Would you prefer to use the mean or the medianas...
The most frequently used measures of central tendency for quantitative data are the mean and the...
The most frequently used measures of central tendency for quantitative data are the mean and the median. The following table shows civil service examination scores from 24 applicants to law enforcement jobs: 83 74 85 79 82 67 78 70 18 93 64 27 93 98 82 78 68 82 83 99 96 62 93 58 Using Excel, find the mean, standard deviation, and 5-number summary of this sample. Construct and paste a box plot depicting the 5-number summary. Does...
Describe the distribution of sample means (i.e., shape, measure of central tendency and variability) for a...
Describe the distribution of sample means (i.e., shape, measure of central tendency and variability) for a sample of n=49 selected from a population with mean of 14 and standard deviation of 7.
Discuss how measures of central tendency, variation and position may be used to study the corona...
Discuss how measures of central tendency, variation and position may be used to study the corona virus.
Discussion: Central Tendency and Variability Understanding descriptive statistics and their variability is a fundamental aspect of...
Discussion: Central Tendency and Variability Understanding descriptive statistics and their variability is a fundamental aspect of statistical analysis. On their own, descriptive statistics tell us how frequently an observation occurs, what is considered “average”, and how far data in our sample deviate from being “average.” With descriptive statistics, we are able to provide a summary of characteristics from both large and small datasets. In addition to the valuable information they provide on their own, measures of central tendency and variability...
For each variable: Construct a frequency distribution Calculate appropriate measures of central tendency Calculate appropriate measures...
For each variable: Construct a frequency distribution Calculate appropriate measures of central tendency Calculate appropriate measures of dispersion Write a sentence or two summarizing the frequency distribution, central tendency, and dispersion of each variable Each item is worth 10 points for a total of 40 points. Survey Items: 1. What is your age in years? (Values are actual ages.) 2. Educational level                         0. Less than HS                         1. High School                         2. Jr. College                         3. Bachelor's degree                        ...
the difference between central tendency & variability? A. There is no difference they mean the same...
the difference between central tendency & variability? A. There is no difference they mean the same thing B. central tendency describes the average score, while variability describes how the scores are spread out C. none of the above D. central tendency describes how the scores are spread out, while variability describes the average score
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT