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Mixed Methods Dr Aceme Nyika Head: Graduate Support Department of Research and Innovation University of Pretoria

Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

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Page 1: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Mixed Methods

Dr Aceme Nyika

Head: Graduate Support

Department of Research and Innovation

University of Pretoria

Page 2: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Outline of presentation

• Overview of Research Designs

• ‘Define’ mixed methods

• Paradigms and advantages

• Approaches of mixed methods

Page 3: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Research approaches / theory building approaches

Quantitative

Qualitative

Mixed

Page 4: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Quantitative research approach: Deductive

• Proposition of hypothesis or theory first

• Data collection and analysis

• Prove or disprove the hypothesis

• Very structured research process

• Big size of sample critical

Page 5: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Qualitative Research Approach: Inductive

• Data collection first

• Data analysis

• New theory or hypothesis proposed

• Not very structured

• Sample size can be relatively small

Page 6: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Mixed Methods Research Approach: Abductive

• Combines deductive and inductive approaches

• Parallel

• Sequential

• Nested

• Multi-level/Integrated?????

Page 7: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Research approaches/Theory building processes

1. Deduction: start with a theory and test it

2. Induction: start with observations and build theory from

the findings

3. Abduction: start with either theory or observations or

both

Analyse and interpret data iteratively between

induction and deduction.

The data inform the development of theories, which

can be tested / shaped / expanded in the next round

of analysis

Page 8: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Some possible reasons for using mixed methods research design

• Triangulate - converge

• Enrich - diverge

• Complement

• Clarify

• Theorise

• Expand/Explore

• Enhance Interpretation

• Enhance Validity

• Interrogate /Explain

Page 9: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Mixed Methods Research Designs

Parallel/Concurrent

Sequential exploratory

Sequential explanatory

Nested Strategy Mixed Methods

Page 10: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Parallel/Concurrent Mixed Methods Design

•Data collection separate but concurrent

•Mixing occurs during interpretation / discussion

Convergence / confirmation (validation)

Divergent - enrichment

•Explain / theorise

Page 11: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Sequential Exploratory Mixed Methods Design

• Qualitative component first

• Quantitative phase is informed by the Qualitative findings

• If the Qualitative study is flawed, the entire research will be flawed / based on faulty premises

• Quantitative results: numerical meaning (external validity)

Page 12: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Sequential Explanatory Mixed Methods Design

•Quantitative component first

•Qualitative phase second

To explain the Quantitative findings

and/or

To contextualise the Quantitative findings

Page 13: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Nested Strategy Mixed Methods Design

• A sub-sample of the main sample is selected for deeper investigation

E.g., in a quant study, a group of respondents may be selected for qualitative research

E.g. In a qual study, some of the emergent themes can be quantitatively examined

Page 14: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Reliability and Validity

Page 15: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

What is external validity?

Whole study

Page 16: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Types of Validity

Quantitative Instruments

Page 17: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Types of Reliability: Quantitative• Test-retest reliability: self-reported measures

• Internal consistency reliability: ‘inter-relatedness’ of items in a tool (e.g. comprehension of x)

• Intra-rater reliability: rater consistency

• Inter-rater reliability: 2 or more raters

Page 18: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Reliability and Validity: Quanti

• Reliability is a necessary but not sufficient pre-condition for validity

• But validity is not a necessary pre-condition for reliability

You need reliable instruments in order to have high validity of outcome measures

Page 19: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Qualitative

• Transferability: context /settings description

• Credibility: Triangulation; details

• Dependability: Nature of questions in tools; way of collecting data

• Confirmability: records (audio, video, written,)

Page 20: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Reliability and Validity: Mixed Methods

• Each component has to be dealt with separately

• For quantitative component, reliability and validity can be expressed as figures

• For qualitative component, different terminology and expression are used

Page 21: Mixed Methods - University of Pretoria · Parallel/Concurrent Mixed Methods Design •Data collection separate but concurrent •Mixing occurs during interpretation / discussion Convergence

Thank you