27
Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical data? What are the effects of outliers on statistical data?

Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Embed Size (px)

Citation preview

Page 1: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

• How do we find measures of central tendency and measures of variation for statistical data?

•What are the effects of outliers on statistical data?

Page 2: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 1: Finding Measures of Central Tendency

Find the mean, median, and mode of the data.

deer at a feeder each hour: 3, 0, 2, 0, 1, 2, 4

Mean:

Median:

Mode: The most common results are 0 and 2.

0, 0, 1, 2, 2, 3, 4

4210203 7

12

7deer 7.1

deer 2

Page 3: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 2: Finding Measures of Central Tendency

Find the mean, median, and mode of the data set.

{6, 9, 3, 8}

Mean:

Median:

Mode: None.

3, 6, 8, 9

8396 4

26

45.6

2

86 7

Page 4: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 3: Finding Measures of Central Tendency

Find the mean, median, and mode of the data set.

{2, 5, 6, 2, 6}

Mean:

Median:

Mode: 2 and 6.

2, 2, 5, 6, 6

2.45

2162652

5

5

Page 5: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

A weighted average is a mean calculated by using frequencies of data values. Suppose that 30 movies are rated as follows:

weighted average of stars =

stars 2.830

84

Example 4: Finding Weighted Average

Page 6: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

For numerical data, the weighted average of all of those outcomes is called the expected value for that experiment.

The probability distribution for an experiment is the function that pairs each outcome with its probability.

Page 7: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 5: Finding Expected ValueThe probability distribution of successful free throws for a practice set is given below. Find the expected number of successes for one set.

Use the weighted average.

Simplify.

The expected number of successful free throws is 2.05.

20

41 2.05

Page 8: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

The probability distribution of the number of accidents in a week at an intersection, based on past data, is given below. Find the expected number of accidents for one week.

expected value = 0(0.75) + 1(0.15) + 2(0.08) + 3(0.02)

Use the weighted average.

= 0.37 Simplify.

The expected number of accidents is 0.37.

Example 6: Finding Expected Value

Page 9: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Lesson 1.1 Practice A

Page 10: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

• How do we find measures of central tendency and measures of variation for statistical data?

•What are the effects of outliers on statistical data?

Page 11: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

A box-and-whisker plot shows the spread of a data set. It displays 5 key points: the minimum and maximum values, the median, and the first and third quartiles.

Page 12: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

The quartiles are the medians of the lower and upper halves of the data set. If there are an odd number of data values, do not include the median in either half.

The interquartile range, or IQR, is the difference between the 1st and 3rd quartiles, or Q3 – Q1. It represents the middle 50% of the data.

Page 13: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 7: Making a Box-and-Whisker Plot and Finding the Interquartile Range

Make a box-and-whisker plot of the data. Find the interquartile range. {6, 8, 7, 5, 10, 6, 9, 8, 4}

Step 1 Order the data from least to greatest.

Step 2 Find the minimum, maximum, median, and quartiles.

Minimum Median Maximum

First quartile5.5

Third quartile8.5

4, 5, 6, 6, 7, 8, 8, 9, 10

Page 14: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Step 3 Draw a box-and-whisker plot.Draw a number line, and plot a point above each of the five values. Then draw a box from the first quartile to the third quartile with a line segment through the median. Draw whiskers from the box to the minimum and maximum.

IRQ = 8.5 – 5.5 = 3

The interquartile range is 3, the length of the box in the diagram.

Page 15: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 8: Making a Box-and-Whisker Plot

Make a box-and-whisker plot of the data. Find the interquartile range. {13, 14, 18, 13, 12, 17, 15, 12, 13, 19, 11, 14, 14, 18, 22, 23}

Step 1 Order the data from least to greatest.

Step 2 Find the minimum, maximum, median, and quartiles.

Minimum Median Maximum

First quartile13

Third quartile18

11, 12, 12, 13, 13, 13, 14, 14, 14, 15, 17, 18, 18, 19, 22, 23

Page 16: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

IQR = 18 – 13 = 5

The interquartile range is 5, the length of the box in the diagram.

Step 3 Draw a box-and-whisker plot.

Page 17: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

The data sets {19, 20, 21} and {0, 20, 40} have the same mean and median, but the sets are very different. The way that data are spread out from the mean or median is important in the study of statistics.

A measure of variation is a value that describes the spread of a data set. The most commonly used measures of variation are the range, the interquartile range, the variance, and the standard deviation.

The variance, denoted by σ2, is the average of the squared differences from the mean. Standard deviation, denoted by σ, is the square root of the variance and is one of the most common and useful measures of variation.

Page 18: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Low standard deviations indicate data that are clustered near the measures of central tendency, whereas high standard deviations indicate data that are spread out from the center.

The symbol commonly used to represent the mean is x, or “x bar.” The symbol for standarddeviation is the lowercase Greek letter sigma, .

Reading Math

Page 19: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 9: Finding the Mean and Standard Deviation

Find the mean and standard deviation for the data set of the number of people getting on and off a bus for several stops. {6, 8, 7, 5, 10, 6, 9, 8, 4}

Step 1 Find the mean.

4, 5, 6, 6, 7, 8, 8, 9, 10

List in order.

1098876654 x

97

Page 20: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 9 Continued

Step 2 Find the difference between the mean and each data value, and square it. Data value x 4 5 6 6 7 8 8 9 10

xx 3 2 1 1 0 1 1 2 3 2xx 9 4 1 1 0 1 1 4 9

Step 3 Find the variance.

Step 4 Find the standard deviation.

The mean is 7 people, and the standard deviation is about 1.83 people.

Find the average of the last row of the table. 9

3.3

The standard deviation is the square root of the variance. 3.3 83.1

9411011492

Page 21: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 10: Finding the Mean and Standard Deviation

Find the mean and standard deviation for the data set of the number of elevator stops for several rides.

{0, 3, 1, 1, 0, 5, 1, 0, 3, 0}

Step 1 Find the mean.

0, 0, 0, 0, 1, 1, 1, 3, 3, 5List in order.

5331110000 x

104.1

Page 22: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

96.1256.256.216.016.016.096.196.196.196.12

Example 10 Continued

Step 2 Find the difference between the mean and each data value, and square it.

Data value x 0 0 0 0 1 1 1 3 3 5

xx 2xx

4.1 4.1 4.1 4.1 4.0 4.0 4.0 6.1 6.1 6.396.1 96.1 96.1 96.1 16.0 16.0 16.0 56.2 56.2 96.12

Step 3 Find the variance.

Step 4 Find the standard deviation.

The mean is 1.4 stops, and the standard deviation is about 1.6 stops.

Find the average of the last row of the table.

The standard deviation is the square root of the variance.

10 64.2

6.164.2

Page 23: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

An outlier is an extreme value that is much less than or much greater than the other data values. Outliers have a strong effect on the mean and standarddeviation. If an outlier is the result of measurement error or represents data from the wrong population, it is usually removed. There are different ways todetermine whether a value is an outlier. One is to look for data values that are more than 3 standard deviations from the mean.

Page 24: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 11: Examining Outliers

Find the mean and the standard deviation for the heights of 15 cans. Identify any outliers.

Can Heights (mm)

92.8 92.8 92.9

92.9 92.9 92.8

92.7 92.9 92.1

92.7 92.8 92.9

92.9 92.7 92.8

77.92x 195.0

Page 25: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 11 ContinuedIdentify the outliers. Look for the data values that are more than 3 standard deviations away from the mean in either direction. Three standard deviations is about 3(0.195) = 0.585.

Values less than 92.185 and greater than 93.355 are outliers, so 92.1 is an outlier.

Page 26: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Example 12: Examining OutliersIn the 2003-2004 American League Championship Series, the New York Yankees scored the following numbers of runs against the Boston Red Sox: 2, 6, 4, 2, 4, 6, 6, 10, 3, 19, 4, 4, 2, 3. Identify the outlier.

4.5x 3.4Identify the outliers. Three standard deviations is about 3(4.3) = 12.9.

5.7 4.5 3.18

9.12 9.12

Mean

Values less than –7.5 and greater than 18.3 are outliers, so 19 is an outlier.

Page 27: Holt McDougal Algebra 2 Measures of Central Tendency and Variation How do we find measures of central tendency and measures of variation for statistical

Holt McDougal Algebra 2

Measures of Central Tendency and Variation

Lesson 1.1 Practice B