Chapter 6 Analyzing Qualitative Data Chapter 6 Qualitative Research Methods Often, qualitative data is associated with an interpretive philosophy because researchers tend to explore the subjective and[.]
Trang 1Chapter 6:
Qualitative
Research
Methods
Often, qualitative data is associated with an interpretive philosophy because researchers tend
to explore the subjective and socially constructed meanings of the participants of the research
Social constructionism means that meanings are dependent on people’s interpretations of events that occur around them
Because qualitative data depend on interpretation, they are usually more complex than quantitative data.
Trang 2Chapter 6:
Qualitative
Research
Methods
6.1 Approach to analysis 6.2 Preparing for data analysis 6.3 Tips for the analysis
6.4 Generic Approache to analysis 6.5 Inductive procedures
6.6 Deductive approaches
Trang 36.1
Approach
to analysis
Researches begin from using either an inductive or a deductive approach
When using a deductive approach, one seeks to use existing theory
On the other hand, an inductive approach requires one to build up a theory that is adequately grounded in the data.
Trang 46.2
Preparing for
data analysis
Qualitative research interviews are normally audio-recorded and then transcribed, which means that they are reproduced as written (usually with use of a word processor) account using the actual words
Along with the actual words, a researcher also must note down the tone in which they were said as well as the non-verbal communication of the interviewee
The researcher should also make sure that the transcription is accurate by correcting for errors,
Trang 56.3 Tips for the analysis
There are many ways of recording information to
supplement notes and transcripts:
• Interim summaries – these can be made during the
analysis and outline what you have found so far,
whether you trust your findings and what you need to
do to improve the quality
• Transcript summaries – these compress long
statements into shorter ones in which the key element
of what was said is rephrased in a couple of words
• Document summary – describes the goal of a
document and lists a few key points
Trang 63.3 Tips for
the analysis
There are many ways of recording information to supplement notes and transcripts:
• Self-memos – these record ideas that occur
to the researcher about any aspect of the research
• Research notebook – this is alternative to record ideas about the research
• Reflective diary – in this the researcher writes his reflections about his experiences
of undertaking the research, what he has learnt, and how he will seek to apply his learning as the research progresses.
Trang 76.4 Generic approache to analysis
In this section the generic approach to analyzing qualitative data will be provided This approach consists of five aspects:
• Categorizing data: creating categories into which the data will be divided
• Unitizing data: the units of data are attached to the appropriate categories that you have devised
• Examining relationships and creating categories: analyzing the rearranged data.
• Developing testable propositions: the existence of relationships need to
be tested if one can conclude that there is a relationship, by developing testable propositions This could be done by seeking alternative
explanations and negative examples.
• Drawing conclusions: interpreting and analyzing the data
Trang 86.4 Generic approache to analysis
• According to Miles and Huberman (1994) the process
of analysis consist of three concurrent processes: data
reduction, data display, and drawing conclusions
• With data reduction they mean summarizing and
simplifying the collected data and/or selectively
focusing on specific parts of these data
• Data display focusses on organizing and assembling the
data into summary diagrams or other visual displays
All data that is not summarized or reduced is called
‘extended text’ Data displays allow the researcher to
make comparisons between aspects of the data and to
explore relationships, key themes, patterns and trends
Trang 96.5 Inductive procedures
• Grounded Theory Method
• Template analysis
• Analytic Induction
• Narrative Analysis
• Discourse Analysis
Trang 10Grounded Theory Method
• The goal of grounded theory methods is to use an inductive approach to develop a grounded theory around the key category that emerges from the data Different kinds of coding could be used to analyze the data:
• Initial or open coding - the disaggregation of data into smaller units
• Focused coding - reanalyzing the data in order to test which
of the initial codes may be used to categorize larger units of data
• Axial coding - the process of discovering relationships between categories
• Labelled selective coding - the integration of categories around a core category in order to generate a theory.
Trang 11Grounded Theory Method
• When conducting grounded theory research it could be helpful to use theoretical sampling to find a sample
• Theoretical sampling is choosing samples following analysis of initial data to further develop analytical categories and concepts
• In order to this one it is important to constantly compare the collected data with the categories and concepts being used
• Theoretical sampling is used until theoretical saturation
is reached.
Trang 12Template analysis
• A template is a list of the codes or categories for the themes
discovered from the collected data
• This type of analysis uses both a deductive and an inductive
approach in order to analyze the codes
• Other than in Grounded Theory, Template Analysis permits
prior specification of codes to analyze data, while Grounded
Theory tries to hold everything as purely inductive as
possible
• Also, Grounded Theory is more structured than Template
Analysis Just as in Grounded Theory data are both coded
and analyzed to discover themes, patterns and relationships
The template approach enables the researcher to display the
codes and categories hierarchically.
Trang 13Analytic Induction
• This is the process of collecting and analyzing of strategically selected cases in order to empirically establish the causes of a particular phenomenon
• An explanation is developed by extensively examining the process being explored This is done through repeated cycles of developing and testing propositions
• Unlike Grounded Theory, this approach focuses more on existing knowledge and theory than on participant’s data
Trang 14Narrative Analysis
• Using this approach, a researcher collects data through narratives such as experiences of the participants
• Narratives cannot be easily fragmented since the essence of the story might be lost in the process
• Instead, the narratives need to be either left intact, or they need to be ‘re-storied’, into new narratives in a more coherent form
Trang 15Discourse Analysis
• This is a general term that covers a very wide variety of
approaches to the analysis of language
• It also explores how and why individuals’ language is
used by individuals in particular social contexts
• Put differently, this approach explores how language
(discourse) in the form of speech an text
reproduces/changes the social world (Phillips 2002)
• Researchers who use this approach are often subjective
ontologists
Trang 166.6 Deductive approaches
• Pattern matching
• Explanation building
Trang 17Pattern matching
This approach is concerned with
predicting a pattern of results
based on theoretical propositions in order to explain
what the researcher expects to
find from analyzing the data
In order to do this the researcher will need to develop
a conceptual or analytical framework, using existing theory, and test the adequacy
of this framework as a method
to explain the findings.
Trang 18Explanation building
This approach involves an attempt to build an explanation by collecting data
and analyzing them, rather than testing a predicted
explanation
This approach is similar to Grounded Theory but is designed to test a theoretical proposition while Grounded
Theory is designed to construct a theory inductively.