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creators: Bokayeva M.S. Tyulyugenova L

OVERVIEWQualitative and quantitativeSimple quantitative analysisSimple qualitative analysisTools to support data analysisTheoretical frameworks: grounded theory,distributed cognition, activity theoryPresenting the findings: rigorous notations,stories, summaries

Слайды и текст этой презентации

Слайд 1Theme: DATA ANALYSIS
Innovative University of Eurasia
Subject : Information and Communication

Technologies (ICT)

creators: Bokayeva M.S. Tyulyugenova L.

Theme: DATA ANALYSISInnovative University of EurasiaSubject : Information and Communication Technologies (ICT)creators: Bokayeva M.S. Tyulyugenova L.

Слайд 2OVERVIEW
Qualitative and quantitative
Simple quantitative analysis
Simple qualitative analysis
Tools to support data

analysis
Theoretical frameworks: grounded theory,
distributed cognition, activity theory
Presenting the findings: rigorous

notations,
stories, summaries
OVERVIEWQualitative and quantitativeSimple quantitative analysisSimple qualitative analysisTools to support data analysisTheoretical frameworks: grounded theory,distributed cognition, activity theoryPresenting

Слайд 3SCALES OF MEASUREMENT
into a non-
Many people are confused about what type of

analysis to use on a set of data and the

relevant forms of pictorial presentation or data display. The decision is based on the scale of measurement of the data. These scales are nominal, ordinal and numerical.

Nominal scale
A nominal scale is where:
the data can be classified numerical or named categories, and
the order in which these categories can be written or asked is arbitrary.

Ordinal scale
An ordinal scale is where:
the data can be classified into non-numerical or named categories
an inherent order exists among the response categories.
Ordinal scales are seen in questions that call for ratings of quality (for example, very good, good, fair, poor, very poor) and agreement (for example, strongly agree, agree, disagree, strongly disagree).

Numerical scale
A numerical scale is:
where numbers represent the possible response categories
there is a natural ranking of the categories zero on the scale has meaning
there is a quantifiable difference within categories and between consecutive categories.

SCALES OF MEASUREMENTinto	a	non-Many people are confused about what type of analysis to use on a set of

Слайд 4When using a quantitative methodology, you are normally testing theory

through the testing of a hypothesis.
In qualitative research, you are

either exploring the application of a theory or model in a different
context or are hoping for a theory or a model to emerge from the data. In other words, although you may have some ideas about your topic, you are also looking for ideas, concepts and attitudes often from experts or practitioners in the field.
When using a quantitative methodology, you are normally testing theory through the testing of a hypothesis.In qualitative

Слайд 13GRAPHICAL REPRESENTATIONS
give overview of data
Number of errors made

4.5
4
3.5
3
2.5
2
1.5
1
0.5
0
1 3 5 7 9 11 13

15 17
User
Number of errors made
Internet use
< once a

day
once a day once a week
2 or 3 times a week once a month

Number of errors made

10

8

6

4

2

0

0

5

15

20

10
User

Number of errors made

GRAPHICAL REPRESENTATIONSgive overview of dataNumber of errors made4.543.532.521.510.501	3	5	7	9	11	13   15   17UserNumber of errors madeInternet

Слайд 14Visualizing log data
Interaction profiles of players in online game
Log of

web page activity

Visualizing log dataInteraction profiles of players in online gameLog of web page activity

Слайд 15QUALITATIVE ANALYSIS
"Data analysis is the process of bringing order, structure

and meaning to the mass of collected data. It is

a messy, ambiguous, time- consuming, creative, and fascinating process. It does not proceed in a linear fashion; it is not neat.
Qualitative data analysis is
a search for general statements about relationships among categories of data."
Marshall and Rossman, 1990:111

Hitchcock and Hughes take this one step further:

"…the ways in which the researcher moves from a description of what is the case to an explanation of why what is the case is the case."
Hitchcock and Hughes 1995:295

QUALITATIVE ANALYSIS

Слайд 16Simple qualitative analysis
Unstructured - are not directed by a script.

Rich but not replicable.
Structured - are tightly scripted, often like

a questionnaire. Replicable but may lack richness.
Semi-structured - guided by a script but interesting issues can be explored in more depth. Can provide a good balance between richness and replicability.
Simple qualitative analysisUnstructured - are not directed by a script. Rich but not replicable.Structured - are tightly

Слайд 17Simple qualitative analysis
Recurring patterns or themes
Emergent from data, dependent on

observation framework if used
Categorizing data
Categorization scheme may be emergent or

pre-specified
Looking for critical incidents
Helps to focus in on key events
Simple qualitative analysisRecurring patterns or themesEmergent from data, dependent on observation framework if usedCategorizing dataCategorization scheme may

Слайд 18TOOLS TO SUPPORT DATA ANALYSIS
Spreadsheet – simple to use, basic graphs
Statistical

packages, e.g. SPSS
Qualitative data analysis tools
Categorization and theme-based analysis, e.g.

N6
Quantitative analysis of text-based data
TOOLS TO SUPPORT DATA ANALYSISSpreadsheet – simple to use, basic graphsStatistical packages, e.g. SPSSQualitative data analysis toolsCategorization

Слайд 19Theoretical frameworks for qualitative analysis
Basing data analysis around theoretical frameworks provides

further insight
Three such frameworks are:
Grounded Theory
Distributed Cognition
Activity Theory

Theoretical frameworks for qualitative analysisBasing data analysis around theoretical frameworks provides further insightThree such frameworks are:Grounded TheoryDistributed

Слайд 20Grounded Theory
Aims to derive theory from systematic analysis of data
Based

on categorization approach (called here ‘coding’)
Three levels of ‘coding’
Open: identify

categories
Axial: flesh out and link to subcategories
Selective: form theoretical scheme
Researchers are encouraged to draw on own theoretical backgrounds to inform analysis
Grounded TheoryAims to derive theory from systematic analysis of dataBased on categorization approach (called here ‘coding’)Three levels

Слайд 21Distributed Cognition
The people, environment & artefacts are regarded as one

cognitive system
Used for analyzing collaborative work
Focuses on information propagation &

transformation
Distributed CognitionThe people, environment & artefacts are regarded as one cognitive systemUsed for analyzing collaborative workFocuses on

Слайд 22Activity Theory
Explains human behavior in terms of our practical activity

with the world
Provides a framework that focuses analysis around the

concept of an ‘activity’ and helps to identify tensions between the different elements of the system
Two key models: one outlines what constitutes an ‘activity’; one models the mediating role of artifacts
Activity TheoryExplains human behavior in terms of our practical activity with the worldProvides a framework that focuses

Слайд 23Individual model

Individual model

Слайд 24Engeström’s (1999) activity
system model

Engeström’s (1999) activitysystem model

Слайд 25Presenting the findings
Only make claims that your data can support
The

best way to present your findings depends on the audience,
the

purpose, and the data gathering and analysis undertaken
Graphical representations (as discussed above) may be appropriate for presentation
Other techniques are:
Rigorous notations, e.g. UML
Using stories, e.g. to create scenarios
Summarizing the findings
Presenting the findingsOnly make claims that your data can supportThe best way to present your findings depends

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