central tendency and variance

32
1 Chapter 2. Section 2-4. Triola, Eleme ntary Statistics, Eighth Ed ition. Copyrig ht 2001. Addison W esley Long man Measures of Central T endency and Variation

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Page 1: Central Tendency and Variance

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1Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Measures of Central Tendency andVariation

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2Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Measures of Center or

Average

a value at the center or middle of a data set

Significance: Single value to represententire dataset eg. average pay package of

a MBA institute 

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3Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Mean or Arithmetic Mean

MedianMode

Mid Range

Different Measures of Center orAverage

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4Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Mean

the number obtained by adding thevalues and dividing the total by thenumber of values

Definitions

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5Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Notation

denotes the addition of a set of values

x   is the variable usually used to represent the individual

data values

n   represents the number of data values 

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6Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Notation

is pronounced ‘x-bar’ and denotes the mean of a setof values

x   =n

x ix  

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Data values:6.70 3.46 3.60 6.44

6.70+3.46+3.60 + 6.44

4Mean is 5.05

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Definitions

 Medianthe middle value when the originaldata values are arranged in order of

increasing (or decreasing) magnitude

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Definitions

 Medianthe middle value when the originaldata values are arranged in order of

increasing (or decreasing) magnitude

 often denoted by x   (pronounced ‘x-tilde’) ~

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Definitions

 Medianthe middle value when the originaldata values are arranged in order of

increasing (or decreasing) magnitude

 often denoted by x   (pronounced ‘x-tilde’) 

 is not affected by an extreme value

~

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6.72 3.46 3.60 6.44

3.46 3.60 6.44 6.72 

no exact middle -- shared by two numbers 

3.60 + 6.44

2

(even number of values)

MEDIAN is 5.02

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6.72 3.46 3.60 6.44 26.70

3.46 3.60 6.44 6.72 26.70 

(in order - odd number of values) 

exact middle MEDIAN is 6.44

6.72 3.46 3.60 6.44

3.46 3.60 6.44 6.72 

no exact middle -- shared by two numbers 

3.60 + 6.44

2

(even number of values)

MEDIAN is 5.02

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Definitions

 Modethe score that occurs most frequently

Bimodal

Multimodal

No Mode

denoted by M the only measure of central tendency that can be

used with nominal data

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a.  5 5 5 3 1 5 1 4 3 5

b.  1 2 2 2 3 4 5 6 6 6 7 9

c.  1 2 3 6 7 8 9 10

Examples

Mode is 5

Bimodal - 2 and 6

No Mode

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 Midrange

the value midway between thehighest and lowest values in theoriginal data set

Definitions

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 Midrange

the value midway between thehighest and lowest values in theoriginal data set

Definitions

Midrange = highest score + lowest score

2

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Data values:3.46 3.60 6.44 6.70

3.46 + 6.70

2 Mid Range is 5.08

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use class midpoint of classes for variable x

Mean from a Frequency Table orGrouped Data

x i  =  i th class midpoint

f i  = i th class frequency

f i  = n

x   =  f i  

(f i  • x i  )

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Daily Petrol Consumption in Litrefor 52 Office Goers 

2 2 5 1 2 6 3 3 4 2 4 0 5 7 7 5 6 6 8 10 7 2 2 10 5 8 2 5 4 2

6 2 6 1 7 2 7 2 3 8

1 5 2 5 2 14 2 2 6 3

1 7

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Frequency Table of Marks

0 - 2 20

3 - 5 14

6 - 8 15

9 - 11 2

12 - 14 1

Rating Frequency

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Lower Class Limitsare the smallest numbers that belong to different

classes

0 - 2 203 - 5 14

6 - 8 15

9 - 11 2

12 - 14 1

Rating Frequency

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22Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Lower Class Limits

Lower ClassLimits

0 - 2 203 - 5 14

6 - 8 15

9 - 11 2

12 - 14 1

Rating Frequency

are the smallest numbers that can actually belong to

different classes

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23Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Upper Class Limits

Upper ClassLimits

0 - 2 20

3 - 5 14

6 - 8 15

9 - 11 2

12 - 14 1

Rating Frequency

are the largest numbers that can actually belong to

different classes

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24Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

are the numbers used to separate classes, butwithout the gaps created by class limits

Class Boundaries 

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25Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

number separating classes

Class Boundaries 

0 - 2 20

3 - 5 14

6 - 8 15

9 - 11 2

12 - 14 1

Rating Frequency- 0.5

2.5

5.5

8.5

11.5

14.5

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26Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Class Boundaries 

ClassBoundaries

0 - 2 20

3 - 5 14

6 - 8 15

9 - 11 2

12 - 14 1

Rating Frequency- 0.5

2.5

5.5

8.5

11.5

14.5

number separating classes

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27Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

midpoints of  the classes

Class Midpoints

Class

Midpoints

0 - 1 2 20

3 - 4 5 14

6 - 7 8 15

9 - 10 11 2

12 - 13 14 1

Rating Frequency

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28Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

Class Width

Class Width

3 0 - 2 203 3 - 5 14

3 6 - 8 15

3 9 - 11 2

3 12 - 14 1

Rating Frequency

is the difference between two consecutive lower

class limits or two consecutive class boundaries

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29Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

1. Be sure that the classes are mutually exclusive.

2. Include all classes, even if the frequency is zero.

3. Try to use the same width for all classes.

4. Select convenient numbers for class limits.

5. Use between 5 and 20 classes.

6. The sum of the class frequencies must equal thenumber of original data values.

Guidelines For Frequency Tables

C t ti A F T bl

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30Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

3. Select for the first lower limit either the lowest score or aconvenient value slightly less than the lowest score.

4. Add the class width to the starting point to get the second lower

class limit, add the width to the second lower limit to get the

third, and so on.

5. List the lower class limits in a vertical column and enter the

upper class limits.

6. Represent each score by a tally mark in the appropriate class.

Total tally marks to find the total frequency for each class.

Constructing A Frequency Table1. Decide on the number of classes .

2. Determine the class width by dividing the range by the numberof classes (range = highest score - lowest score) and round up.

class width   round up   ofrange

number of classes

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31Chapter 2. Section 2-4. Triola, Elementary Statistics, Eighth Edition. Copyright 2001. Addison Wesley Longman

 Symmetric

Data is symmetric if the left half of itshistogram is roughly a mirror of itsright half.

 Skewed

Data is skewed if it is not symmetricand if it extends more to one side thanthe other.

Mean vs Median vs Mode

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Skewness

Mode = Mean = Median

SKEWED LEFT

(negatively)

SYMMETRIC

Mean Mode

Median

SKEWED RIGHT 

(positively)

MeanMode

Median

Figure2-13 (b)

Figure2-13 (a)

Figure2-13 (c)