basics of spss, part 2

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Part 2: Summarising Data using Descriptive Statistics Dr. Christine Pereira

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Choosing the most appropriate summary statistics to use and how to obtain them in SPSS.

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Page 1: Basics of SPSS, Part 2

Part 2:

Summarising Data using Descriptive Statistics D

r. C

hristine P

ere

ira

Page 2: Basics of SPSS, Part 2

Choose appropriate graphical summaries

Charts and graphs in SPSS

Choose appropriate numerical summaries

Descriptive statistics in SPSS

Frequency tables in SPSS

Dr. Christine Pereira ASK at Brunel (2014) 2

Page 3: Basics of SPSS, Part 2

Log into Blackboard

Under “My Organisations” click “Academic Skills”

In the left column under “Workshop presentations”

Click Statistics and SPSS

Find the Basics of SPSS Workshop

Download and save the SPSS data file: EmployeeSurvey.sav

Dr. Christine Pereira ASK at Brunel (2014) 3

Page 4: Basics of SPSS, Part 2

Representing Data Graphically

Dr. Christine Pereira ASK at Brunel (2014) 4

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Dr. Christine Pereira ASK at Brunel (2014) 5

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All

variables

listed here

Select

chart

type

Select

chart

format

Build your

chart here

Dr. Christine Pereira ASK at Brunel (2014) 6

Page 7: Basics of SPSS, Part 2

Dr. Christine Pereira ASK at Brunel (2014) 7

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Simple Bar Chart

Dr. Christine Pereira ASK at Brunel (2014) 8

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Pie Chart

Dr. Christine Pereira ASK at Brunel (2014) 9

Page 10: Basics of SPSS, Part 2

What is your ethnicity? (please tick one)

White/European

Asian

West Indian

African

Other

Create a Bar chart and/or Pie chart for the variable Ethnicity

1

Dr. Christine Pereira ASK at Brunel (2014) 10

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Dr. Christine Pereira ASK at Brunel (2014) 11

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Dr. Christine Pereira ASK at Brunel (2014) 12

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Clustered Bar Chart Stacked Bar Chart

Dr. Christine Pereira ASK at Brunel (2014) 13

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Create a Clustered bar chart to summarise

Organisational Commitment by Gender

“I am very committed to this organisation.”

Strongly Disagree Neutral Agree Strongly

Disagree Agree

1 2 3 4 5

1

Dr. Christine Pereira ASK at Brunel (2014) 14

Gender (please tick one)

Male

Female

2

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Dr. Christine Pereira ASK at Brunel (2014) 15

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Simple Histogram

Dr. Christine Pereira ASK at Brunel (2014) 16

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1D Boxplot

Dr. Christine Pereira ASK at Brunel (2014) 17

Page 18: Basics of SPSS, Part 2

Create a Histogram or Boxplot to summarise Annual Income

What is your gross annual income? 1

Dr. Christine Pereira ASK at Brunel (2014) 18

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Dr. Christine Pereira ASK at Brunel (2014) 19

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Simple Scatterplot

Dr. Christine Pereira ASK at Brunel (2014) 20

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Create a Scatterplot to summarise the relationship between

Annual Income and Age

What is your gross annual income? 1

Age last birthday (in years)? 2

Dr. Christine Pereira ASK at Brunel (2014) 21

Page 22: Basics of SPSS, Part 2

Dr. Christine Pereira ASK at Brunel (2014) 22

Page 23: Basics of SPSS, Part 2

Simple Bar Chart

Dr. Christine Pereira ASK at Brunel (2014) 23

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Simple Line Chart

Dr. Christine Pereira ASK at Brunel (2014) 24

Page 25: Basics of SPSS, Part 2

Create a Chart of means to summarise employees total competency

at all 3 time points: Start, 6 months, 12 months

Competency score at start of job. 1

2 Competency score at 6 mos. on the job.

3 Competency score at 12 mos. on the job.

Dr. Christine Pereira ASK at Brunel (2014) 25

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Dr. Christine Pereira ASK at Brunel (2014) 26

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Simple Bar Chart

Dr. Christine Pereira ASK at Brunel (2014) 27

Page 28: Basics of SPSS, Part 2

Simple Line Chart

Dr. Christine Pereira ASK at Brunel (2014) 28

Page 29: Basics of SPSS, Part 2

Create a Chart of means to summarise the relationship between

Annual Income and Rated Skill

What is your gross annual income? 1

2 Rated Skill of work:

Unskilled Semi-Skilled Fairly Skilled Highly Skilled

1 2 3 4

Dr. Christine Pereira ASK at Brunel (2014) 29

Page 30: Basics of SPSS, Part 2

Right Click -> Edit Content

-> In Separate Window

Dr. Christine Pereira ASK at Brunel (2014) 30

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Reduce chart size

and Apply changes

Dr. Christine Pereira ASK at Brunel (2014) 31

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Right Click to view more options

E.g., Transpose Chart

Dr. Christine Pereira ASK at Brunel (2014) 32

Page 33: Basics of SPSS, Part 2

There’s much more in Chart Editor

You can change:

Colours

Fonts

Axis labels

Data labels

Insert trend lines

Rearrange (or remove) variables

…the list goes on

Dr. Christine Pereira ASK at Brunel (2014) 33

Page 34: Basics of SPSS, Part 2

More resources available on Blackboard

Go to Academic Skills under My Organisations

In the left side column

Under Resources click on Statistics and SPSS

Here you can find videos, power point slides and

guides for charts and graphs in SPSS

Dr. Christine Pereira ASK at Brunel (2014) 34

Page 35: Basics of SPSS, Part 2

Representing Data Numerically

Dr. Christine Pereira ASK at Brunel (2014) 35

Page 36: Basics of SPSS, Part 2

(All Descriptives)

Mean, Median, Mode

(Limited Descriptives) (Limited Descriptives)

Dr. Christine Pereira ASK at Brunel (2014) 36

Page 37: Basics of SPSS, Part 2

(All Descriptives)

Mean, Median, Mode

Stdev, Variance

Range, Percentiles,

Min, Max, etc…

(Limited Descriptives) (Limited Descriptives)

Dr. Christine Pereira ASK at Brunel (2014) 37

Page 38: Basics of SPSS, Part 2

(All Descriptives)

Mean, Median, Mode

Stdev, Variance

Range, Percentiles,

Min, Max, etc…

(Limited Descriptives)

Frequency Table,

Median, Mode

(Limited Descriptives)

Frequency Table,

Mode

Dr. Christine Pereira ASK at Brunel (2014) 38

Page 39: Basics of SPSS, Part 2

(All Descriptives)

Mean, Median, Mode

Stdev, Variance

Range, Percentiles,

Min, Max, etc…

(Limited Descriptives)

Frequency Table,

Median, Mode

(Limited Descriptives)

Frequency Table,

Mode

Treating ORDINAL data

like SCALE data

Dr. Christine Pereira ASK at Brunel (2014) 39

Page 40: Basics of SPSS, Part 2

Ordinal data

Mean and stdev OR frequencies and percentages?

Strongly

Disagree

Strongly

Agree

Neutral Disagree Agree

1 2 3 4 5

12% 22.7% 21.3% 13.3% 30.7%

Mean = 3.28

Stdev = 1.41

1.87 4.69

Dr. Christine Pereira ASK at Brunel (2014) 40

Page 41: Basics of SPSS, Part 2

Use descriptive statistics to summarise responses for

Organisational Commitment

“I am very committed to this organisation.”

Strongly Disagree Neutral Agree Strongly

Disagree Agree

1 2 3 4 5

1

Dr. Christine Pereira ASK at Brunel (2014) 41

Page 42: Basics of SPSS, Part 2

Use to obtain Descriptives

Frequency tables

Charts • Bar

• Pie

• Histogram

Dr. Christine Pereira ASK at Brunel (2014) 42

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Dr. Christine Pereira ASK at Brunel (2014) 43

Use descriptive statistics to summarise responses for

Organisational Commitment

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Dr. Christine Pereira ASK at Brunel (2014) 44

Use descriptive statistics to summarise responses for

Organisational Commitment

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Dr. Christine Pereira ASK at Brunel (2014) 45

14 out of 70

is 20.0%

Percent Out of the total sample size (e.g., 70)

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Dr. Christine Pereira ASK at Brunel (2014) 46

16 out of 70

is 22.9%

Percent Out of the total sample size (e.g., 70)

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Dr. Christine Pereira ASK at Brunel (2014) 47

68 out of 70

is 97.1%

Percent Out of the total sample size (e.g., 70)

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Dr. Christine Pereira ASK at Brunel (2014) 48

14 out of 68

is 20.6%

Valid Percent Out of the total number of responses (e.g., 68)

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Dr. Christine Pereira ASK at Brunel (2014) 49

16 out of 68

is 23.5%

Valid Percent Out of the total number of responses (e.g., 68)

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Dr. Christine Pereira ASK at Brunel (2014) 50

Same as 1st

Valid Percent

Cumulative Percent Sum of Valid Percents

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Dr. Christine Pereira ASK at Brunel (2014) 51

Sum of 1st two

Valid Percents

Cumulative Percent Sum of Valid Percents

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Dr. Christine Pereira ASK at Brunel (2014) 52

Sum of 1st three

Valid Percents

Cumulative Percent Sum of Valid Percents

Page 53: Basics of SPSS, Part 2

Use descriptive statistics to summarise responses for

Annual Income

What is your gross annual income? 1

Dr. Christine Pereira ASK at Brunel (2014) 53

Page 54: Basics of SPSS, Part 2

Use to obtain Descriptives

Frequency tables

Charts • Bar

• Pie

• Histogram

Dr. Christine Pereira ASK at Brunel (2014) 54

Page 55: Basics of SPSS, Part 2

Use descriptive statistics to summarise responses for

Annual Income

Dr. Christine Pereira ASK at Brunel (2014) 55

Page 56: Basics of SPSS, Part 2

Use descriptive statistics to summarise responses for

Annual Income

Dr. Christine Pereira ASK at Brunel (2014) 56

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Dr. Christine Pereira ASK at Brunel (2014) 57

Page 58: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

“I am very committed to this organisation.”

Strongly Disagree Neutral Agree Strongly

Disagree Agree

1 2 3 4 5

Gender (please tick one)

Male

Female

1

2

Dr. Christine Pereira ASK at Brunel (2014) 58

Page 59: Basics of SPSS, Part 2

Use to obtain Crosstabs table

• Observed count or %

• Expected count

Crosstab statistics • Chi-square

• Correlations

Clustered bar charts

Dr. Christine Pereira ASK at Brunel (2014) 59

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Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 60

Observed count

Frequency observed

in the sample

Page 61: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 61

Row %

% of participants

Uses row totals

Page 62: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 62

Total %

% of participants

Uses sample size

Page 63: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 63

Column %

% of participants

Uses column totals

Page 64: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 64

4 Females

Strongly Agreed

Page 65: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 65

8 Males

Agreed

Page 66: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 66

19 Participants

were Undecided

Page 67: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 67

4 of 38 Females

Strongly Agreed

10.5% of females

Page 68: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 68

8 of 30 Males

Agreed

26.7% of males

Page 69: Basics of SPSS, Part 2

Use a cross tabulation table to summarise

Organisational Commitment by Gender

Dr. Christine Pereira ASK at Brunel (2014) 69

19 of 68 Respondents

were Undecided

27.9% of respondents

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Dr. Christine Pereira ASK at Brunel (2014) 70

Page 71: Basics of SPSS, Part 2

Two methods:

1. ‘Explore’ option 2. Split file, then ‘Frequencies’

option We will use the

2nd method.

Dr. Christine Pereira ASK at Brunel (2014) 71

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Dr. Christine Pereira ASK at Brunel (2014) 72

Use descriptives to summarise the relationship between

Annual Income split by Gender

What is your gross annual income? 1

2 Gender (please tick one)

Male

Female

Page 73: Basics of SPSS, Part 2

Dr. Christine Pereira ASK at Brunel (2014) 73

Page 74: Basics of SPSS, Part 2

Categorical

Variable

Output for males

and females will

be in one table

Separate output

tables for males

and females

File must

be sorted!

Dr. Christine Pereira ASK at Brunel (2014) 74

Page 75: Basics of SPSS, Part 2

The file is sorted

All females are listed

first, then all males

Dr. Christine Pereira ASK at Brunel (2014) 75

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Dr. Christine Pereira ASK at Brunel (2014) 76

Now get stats for Annual Income

• Use ‘Frequencies’

• Output will be split by Gender

Page 77: Basics of SPSS, Part 2

Use descriptives to summarise the relationship between

Annual Income split by Gender

Dr. Christine Pereira ASK at Brunel (2014) 77

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Dr. Christine Pereira ASK at Brunel (2014) 78

Use descriptives to summarise the relationship between

Annual Income split by Gender

Split File Option to

Compare Groups

Output for males and

females is in one table

Page 79: Basics of SPSS, Part 2

Separate output

tables for males

and females

Dr. Christine Pereira ASK at Brunel (2014) 79

Page 80: Basics of SPSS, Part 2

Dr. Christine Pereira ASK at Brunel (2014) 80

Use descriptives to summarise the relationship between

Annual Income split by Gender

Split File Option to Organise Output by Groups

Separate output table for males and females

Page 81: Basics of SPSS, Part 2

Dr. Christine Pereira ASK at Brunel (2014) 81

When finished, return

the file to normal.

Page 82: Basics of SPSS, Part 2

Choose your numerical and graphical summaries

based on the level of measurement of each variable.

Likert scale data is ORDINAL not scale.

In a frequency table, use the Valid Percent rather

than the Percent.

In a crosstab table,

Choose the correct percentage(s) (row, column or total)

based on what you are trying to emphasize or draw

attention to.

Make sure you interpret the percentage(s) correctly.

Dr. Christine Pereira ASK at Brunel (2014) 82

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Dr. Christine Pereira ASK at Brunel (2013) 83

Short video

tutorials on all

these topics

Page 84: Basics of SPSS, Part 2

SPSS Survival Manual, 4th Edition (2010) by Julie Pallant.

SPSS Survival Manual, 5th Edition (2013) by Julie Pallant.

Discovering Statistics Using SPSS, 3rd Edition (2009) by

Andy Field.

Discovering Statistics Using SPSS, 4th Edition (2013) by

Andy Field.

Dr. Christine Pereira ASK at Brunel (2014) 84

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Dr. Christine Pereira ASK at Brunel (2014) 85