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Introduction to Data Analysis
Greg Keeble
UNESCO Institute for Statistics
Overview
• Objective & Audience
• Forms of presentation
• Tables dimensions
• Components of a
table
• Layout of a Table
• Presenting Data
• Purpose of graphs &
charts
• Components of graphs &
charts
• Types of graphs/charts
• Data presentation
Objective and Audience
• The type of statistics depends on the main
objective of the presentation and the target
audience
• Consider how best to present the data and
indicators:
– What am I trying to communicate?
– Who are my audience?
– What kind of presentation will be most effective?
– What will help my audience to better understand
the data?
Forms of presentation
Communicate to your audience the meaning of the
data using the summary statistics in an informative
and interesting manner that is easy to understand:
• Tables are useful for presenting data and
statistics in numeric form
• Charts and graphs may be used to highlight
key patterns and trends in a graphical form
• Descriptive text can describe and summarize
findings in verbal form
Dimensions of a summary table
• Summary tables are used to present counts of
students, teachers and schools by a categorical
variable
• e.g. number of teachers by qualification
number of students by grade.
• Summary tables can be:
– simple one-dimensional table
with one categorical variable
– multi-dimensional table
with two or more categorical variables.
One-dimensional Summary Table
The table shows the number and
percentage of student enrollments by grade
in high school.
Multi-dimensional Summary Table
Multi-dimensional tables
Multi-dimensional tables:
• can show detailed data patterns and complex relationships
• can become very complicated if too many data
values are presented
• need to consider the ability of the reader to
understand and interpret multi-dimensional tables
• enable in-depth analysis of the patterns of school
participation by presenting data about the
distribution of students by grade, age and gender
Multi-dimensional Summary Table
Components of a table
A properly presented table should include:
– Title
– Headings
– Rows and columns
– Units of measurement
– Degree of accuracy
– Footnotes
– Source of data
Layout
A clear, well-structured layout makes it easier for the
reader to interpret and understand the information in
the table:
– Font style
– Ordering of rows and columns
– Numbers
– Consistent appearance
– Number the table
– Unnecessary distraction
Note: Complex tables that should logically appear
together should be placed in the appendices.
Graphs and charts:
• represent and summarize statistical information
in a visual manner to show patterns and trends
in the data
• are useful for highlighting and presenting
important information
• an ideal method for presenting statistical
information to non-technical audiences
Purpose of charts and graphs
Charts and graphs are used:
• to visually represent information that cannot be
easily read and interpreted from a table
• to show trends and changes in statistical data
• to make comparisons between two different set
of data or when making to make predictions and
forecasts.
Advantages of charts and graphs
– easier to understand than a table of numbers
– highlight patterns and trends in the data
– makes comparisons and analysis easy
– representation of data using different types of
graphs and charts
– allow for special designs
e.g. age-pyramids
and thematic maps
Components of charts and graphs
To understand and interpret the data
represented in a graph or chart :-
Graphs and charts should have:
• a title
• axis labels
• labels for subgroups
• footnotes
• references to source data
Characteristics of charts and graphs
– present a key message
– have a clear objective
– use an appropriate type of presentation
– have a simple and clear design
Types of graphs and charts
There are many different types of graphs
and charts including:
– Pie chart
– Line graph
– Bar chart
– Area graph
– Scatter plot
– Maps
Process of creating a graph or chart
Steps to create a graph or chart:
1. Organize and present data in a table
2. Calculate percentages, ratios and indicators
3. Create graph or chart to illustrate the data
STEP 1 STEP 2 STEP 3
Practical Exercise
• Create Pivot Table from your EMIS dataset
• Calculate a percentage table
• Create a chart/graph from percentage table

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8._nadi-2016_introduction_to_data_analysis (1).pptx

  • 1. Introduction to Data Analysis Greg Keeble UNESCO Institute for Statistics
  • 2. Overview • Objective & Audience • Forms of presentation • Tables dimensions • Components of a table • Layout of a Table • Presenting Data • Purpose of graphs & charts • Components of graphs & charts • Types of graphs/charts • Data presentation
  • 3. Objective and Audience • The type of statistics depends on the main objective of the presentation and the target audience • Consider how best to present the data and indicators: – What am I trying to communicate? – Who are my audience? – What kind of presentation will be most effective? – What will help my audience to better understand the data?
  • 4. Forms of presentation Communicate to your audience the meaning of the data using the summary statistics in an informative and interesting manner that is easy to understand: • Tables are useful for presenting data and statistics in numeric form • Charts and graphs may be used to highlight key patterns and trends in a graphical form • Descriptive text can describe and summarize findings in verbal form
  • 5. Dimensions of a summary table • Summary tables are used to present counts of students, teachers and schools by a categorical variable • e.g. number of teachers by qualification number of students by grade. • Summary tables can be: – simple one-dimensional table with one categorical variable – multi-dimensional table with two or more categorical variables.
  • 6. One-dimensional Summary Table The table shows the number and percentage of student enrollments by grade in high school.
  • 8. Multi-dimensional tables Multi-dimensional tables: • can show detailed data patterns and complex relationships • can become very complicated if too many data values are presented • need to consider the ability of the reader to understand and interpret multi-dimensional tables • enable in-depth analysis of the patterns of school participation by presenting data about the distribution of students by grade, age and gender
  • 10. Components of a table A properly presented table should include: – Title – Headings – Rows and columns – Units of measurement – Degree of accuracy – Footnotes – Source of data
  • 11.
  • 12. Layout A clear, well-structured layout makes it easier for the reader to interpret and understand the information in the table: – Font style – Ordering of rows and columns – Numbers – Consistent appearance – Number the table – Unnecessary distraction Note: Complex tables that should logically appear together should be placed in the appendices.
  • 13. Graphs and charts: • represent and summarize statistical information in a visual manner to show patterns and trends in the data • are useful for highlighting and presenting important information • an ideal method for presenting statistical information to non-technical audiences
  • 14. Purpose of charts and graphs Charts and graphs are used: • to visually represent information that cannot be easily read and interpreted from a table • to show trends and changes in statistical data • to make comparisons between two different set of data or when making to make predictions and forecasts.
  • 15. Advantages of charts and graphs – easier to understand than a table of numbers – highlight patterns and trends in the data – makes comparisons and analysis easy – representation of data using different types of graphs and charts – allow for special designs e.g. age-pyramids and thematic maps
  • 16. Components of charts and graphs To understand and interpret the data represented in a graph or chart :- Graphs and charts should have: • a title • axis labels • labels for subgroups • footnotes • references to source data
  • 17.
  • 18. Characteristics of charts and graphs – present a key message – have a clear objective – use an appropriate type of presentation – have a simple and clear design
  • 19. Types of graphs and charts There are many different types of graphs and charts including: – Pie chart – Line graph – Bar chart – Area graph – Scatter plot – Maps
  • 20. Process of creating a graph or chart Steps to create a graph or chart: 1. Organize and present data in a table 2. Calculate percentages, ratios and indicators 3. Create graph or chart to illustrate the data STEP 1 STEP 2 STEP 3
  • 21. Practical Exercise • Create Pivot Table from your EMIS dataset • Calculate a percentage table • Create a chart/graph from percentage table