age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Slides by
John
Loucks
St. Edward’s
University
entials of
dern Business Statistics (6e)
on, Sweeney, Williams, Camm, Cochran
7 Cengage Learning
by John Loucks
wards University
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or i n part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
apter 2, Part B
scriptive Statistics: Tabular and Graphical Displays
mmarizing Data for Two Variables Using Graphical Displays
mmarizing Data for Two Variables Using Tables
a Visualization: Best Practices in Creating Effective Graphical Displa
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
mmarizing Data for Two Variables sing Tables
sstabulation is a method for summarizing the data for two variables.
en a manager is interested in tabular and graphical methods that will help
nderstand the relationship between two variables.
us far we have focused on methods that are used to summarize the data for
ne variable at a time.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
osstabulation
left and top margin labels define the classes for the two variables.
sstabulation can be used when:
one variable is categorical and the other is quantitative,
both variables are categorical, or
both variables are quantitative.
rosstabulation is a tabular summary of data for two variables.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
Price
Range Colonial Log Split A-Frame Total
< $250,000
> $250,000
18 6 19 12 55
45
30 20 35 15Total 100
12 14 16 3
Home Style
mple: Finger Lakes Homes
The number of Finger Lakes homes sold for each style and price for the
past two years is shown below.
osstabulation
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
Insights Gained from Preceding Crosstabulation
•Only three homes in the sample are an A-Frame style and priced at
$250,000 or more.
•The greatest number of homes (19) in the sample are a split-level style
and priced at less than $250,000.
mple: Finger Lakes Homes
osstabulation
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
osstabulation: Row or Column Percentages
nverting the entries in the table into row percentages or column
ercentages can provide additional insight about the relationship between
e two variables.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
Price
Range Colonial Log Split A-Frame Total
< $250,000
> $250,000
32.73 10.91 34.55 21.82 100
100
Note: row totals are actually 100.01 due to rounding.
26.67 31.11 35.56 6.67
Home Style
(Colonial and > $ )/(All > $ ) x 100 = (12/45) x 100250K 250K
osstabulation: Row Percentages
mple: Finger Lakes Homes
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
Price
Range Colonial Log Split A-Frame
< $250,000
> $250,000
60.00 30.00 54.29 80.00
40.00 70.00 45.71 20.00
Home Style
100 100 100 100Total
(Colonial and > $ )/(All Colonial) x 100 = (12/30) x 100250K
osstabulation: Column Percentages
mple: Finger Lakes Homes
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
osstabulation: Simpson’s Paradox
ome cases the conclusions based upon an aggregated crosstabulation can
e completely reversed if we look at the unaggregated data The reversal of .
onclusions based on aggregate and unaggregated data is called Simpson’s
aradox.
must be careful in drawing conclusions about the relationship between the
wo variables in the aggregated crosstabulation.
a in two or more crosstabulations are often aggregated to produce a
ummary crosstabulation.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
mmarizing Data for Two Variables
ing Graphical Displays
tter diagrams and trendlines are useful in exploring the relationship between
wo variables.
playing data in creative ways can lead to powerful insights.
most cases, a graphical display is more useful than a table for recognizing
atterns and trends.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
general pattern of the plotted points suggests the overall relationship
etween the variables.
e variable is shown on the horizontal axis and the other variable is shown on
e vertical axis.
catter diagram is a graphical presentation of the relationship between two
uantitative variables.
atter Diagram and Trendline
endline provides an approximation of the relationship.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
atter Diagram
ositive Relationship
x
y
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
atter Diagram
Negative Relationship
x
y
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
atter Diagram
Apparent Relationship
x
y
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
atter Diagram
mple: Panthers Football Team
1
3
2
1
3
14
24
18
17
30
x= Number of
Interceptions
y= Number of
Points Scored
The Panthers football team is interested in investigating the relationship,
if any, between interceptions made and points scored.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
atter Diagram and Trendline
y
x
Number of Interceptions
Number of Points Scored
5
10
15
20
25
30
0
35
12 3 4
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
ghts Gained from the preceding Scatter Diagram
The relationship is not perfect; all plotted points in the scatter diagram are
not on a straight line.
Higher points scored are associated with a higher number of interceptions.
The scatter diagram indicates a positive relationship between the number of
interceptions and the number of points scored.
ample: Panthers Football Team
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
de-by-Side Bar Chart
h bar within a cluster represents one value of the second variable.
h cluster of bars represents one value of the first variable.
de-by-side bar chart is a graphical display for depicting multiple bar charts
n the same display.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
de-by-Side Bar Chart
Colonial Log Split-Level A-Frame
Frequency
Home Styl
2
4
6
8
10
12
14
16
18
20
Finger Lake Homes
< $250,000
> $250,000

Preview text:

entials of deSrlide n s by John Business Statistics (6e) Loucks
on, Sweeney, Williams, Camm, Cochran St. Edward’s 7 Cengage Learning University by John Loucks wards University
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic apter 2, Part B
scriptive Statistics: Tabular and Graphical Displays
mmarizing Data for Two Variables Using Tables
mmarizing Data for Two Variables Using Graphical Displays
a Visualization: Best Practices in Creating Effective Graphical Displa
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
mmarizing Data for Two Variables sing Tables
us far we have focused on methods that are used to summarize the data for ne variable at a time.
en a manager is interested in tabular and graphical methods that will help
nderstand the relationship between two variables.
sstabulation is a method for summarizing the data for two variables.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic osstabulation
rosstabulation is a tabular summary of data for two variables. sstabulation can be used when:
one variable is categorical and the other is quantitative,
both variables are categorical, or
both variables are quantitative.
left and top margin labels define the classes for the two variables.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic osstabulation mple: Finger Lakes Homes
The number of Finger Lakes homes sold for each style and price for the
past two years is shown below. Price Home Style
Range Colonial Log Split A-Frame Total < $250,000 18 6 19 12 55 > $250,000 12 14 16 3 45 Total 100 30 20 35 15
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic osstabulation mple: Finger Lakes Homes
Insights Gained from Preceding Crosstabulation
•The greatest number of homes (19) in the sample are a split-level style
and priced at less than $250,000.
•Only three homes in the sample are an A-Frame style and priced at $250,000 or more.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
osstabulation: Row or Column Percentages
nverting the entries in the table into row percentages or column
ercentages can provide additional insight about the relationship between e two variables.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic osstabulation: Row Percentages mple: Finger Lakes Homes Price Home Style
Range Colonial Log Split A-Frame Total < $250,000 32.73 10.91 34.55 21.82 100 > $250,000 26.67 31.11 35.56 6.67 100
Note: row totals are actually 100.01 due to rounding.
(Colonial and > $250K)/(All > $250K) x 100 = (12/45) x 100
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
osstabulation: Column Percentages mple: Finger Lakes Homes Price Home Style
Range Colonial Log Split A-Frame < $250,000 60.00 30.00 54.29 80.00 > $250,000 40.00 70.00 45.71 20.00 Total 100 100 100 100
(Colonial and > $250K)/(All Colonial) x 100 = (12/30) x 100
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
osstabulation: Simpson’s Paradox
a in two or more crosstabulations are often aggregated to produce a ummary crosstabulation.
must be careful in drawing conclusions about the relationship between the
wo variables in the aggregated crosstabulation.
ome cases the conclusions based upon an aggregated crosstabulation can
e completely reversed if we look at the unaggregated data. The reversal of
onclusions based on aggregate and unaggregated data is called Simpson’s aradox.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic
mmarizing Data for Two Variables ing Graphical Displays
most cases, a graphical display is more useful than a table for recognizing atterns and trends.
playing data in creative ways can lead to powerful insights.
tter diagrams and trendlines are useful in exploring the relationship between wo variables.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic atter Diagram and Trendline
catter diagram is a graphical presentation of the relationship between two uantitative variables.
e variable is shown on the horizontal axis and the other variable is shown on e vertical axis.
general pattern of the plotted points suggests the overall relationship etween the variables.
endline provides an approximation of the relationship.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic atter Diagram ositive Relationship y x
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic atter Diagram Negative Relationship y x
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic atter Diagram Apparent Relationship y x
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic atter Diagram mple: Panthers Football Team
The Panthers football team is interested in investigating the relationship,
if any, between interceptions made and points scored. x= Number of y= Number of Interceptions Points Scored 1 14 3 24 2 18 1 17 3 30
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic atter Diagram and Trendline y 35 30 25 20 15 10 5 Number of Points Scored 0 x 12 3 4 Number of Interceptions
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic ample: Panthers Football Team
ghts Gained from the preceding Scatter Diagram
The scatter diagram indicates a positive relationship between the number of
interceptions and the number of points scored.
Higher points scored are associated with a higher number of interceptions.
The relationship is not perfect; all plotted points in the scatter diagram are not on a straight line.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic de-by-Side Bar Chart
de-by-side bar chart is a graphical display for depicting multiple bar charts n the same display.
h cluster of bars represents one value of the first variable.
h bar within a cluster represents one value of the second variable.
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.
Statistics for Business and Economic de-by-Side Bar Chart Finger Lake Homes 20 18 16 < $250,000 14 > $250,000 12 10 Freq 8 uency 6 4 2 Home Styl
Colonial Log Split-Level A-Frame
age Learning. May not be scanned, copied or duplicated, or posted to a publicly accessible website, in whole or in part, except for use as permitted in a license distributed with a certain product or service or
a password-protected website or school-approved learning management system for classroom use.