Qualitative and Mixed-Methods Data Analysis
Coding, thematic analysis and mixed-methods integration, with an audit trail your examiner can follow.
Qualitative data are easy to collect and hard to analyse well. Twenty interviews produce hundreds of pages of transcript, and the usual first attempt at analysis turns into a list of topics (“Theme 1: Challenges. Theme 2: Benefits”), each illustrated with a few quotes. Examiners call this “topic summaries”, not themes. They also ask how the codes were developed, why these themes and not others, and how anyone could follow the route from the raw data to the conclusions.
We support scholars doing interview, focus-group, open-ended survey and document analysis, and those combining qualitative and quantitative strands in a mixed-methods design. That includes choosing an approach that fits your question (reflexive thematic analysis following Braun and Clarke, codebook or framework approaches, content analysis and others), building a coding framework, working in NVivo, ATLAS.ti or MAXQDA, developing themes that say something, and integrating strands so the mixed-methods study is more than two studies stapled together.
The interpretation has to be yours. Qualitative analysis is an act of judgement by the researcher, and your examiner will want to hear you reason about your own data. We work alongside you. We review your codes, push back on weak themes and keep an audit trail that shows how you got there.
Scope
What’s included
Each stage can be taken on its own. Scholars who have already coded often want only the theme development review or the mixed-methods integration stage.
Approach and analysis plan
Choosing a qualitative approach that fits your question and philosophical position (reflexive thematic analysis, framework analysis, content analysis, interpretative phenomenological analysis or grounded theory), and writing the plan your methods chapter will describe.
Transcript preparation
Transcription conventions, anonymisation of names and identifying details, checking translated transcripts against the original where interviews were conducted in another language, and importing everything into your software.
Coding framework and software set-up
An NVivo, ATLAS.ti or MAXQDA project organised by case and attribute, a codebook with definitions and examples, and support while you code, including a review of a sample of your coding.
Theme development review
Working through your codes with you to develop themes with a central organising idea, test them against the data set, and name and define them. Thematic maps show how they relate.
Mixed-methods integration
Connecting qualitative and quantitative strands according to your design (convergent, explanatory sequential or exploratory sequential), using joint displays and meta-inferences about where the strands agree, expand or conflict.
Quality
How quality is verified
These are the checks every piece of work goes through before it reaches you.
Audit trail kept throughout
Codebook versions, memos, theme maps and the reasons for merging, splitting or dropping codes are dated and saved, so the route from transcript to finding can be traced. Dependability and confirmability are normally judged this way.
Themes tested against the whole data set
Each candidate theme is checked for coherence against its coded extracts and against the full data set, and themes that are really topic summaries are flagged.
Intercoder agreement only where it fits
For codebook and coding-reliability approaches we can double-code a sample and report agreement. For reflexive thematic analysis, where that measure doesn’t fit the method’s assumptions, we use reflexive memos and discussion of alternative readings instead, and help you explain why.
Quotes checked against transcripts
Every quotation used in your findings is checked against the transcript for accuracy and context, and for anonymity: a job title plus a location can identify a participant.
Reviewer familiar with your approach
Your analysis is reviewed by someone who has used your chosen approach in research, so the method is applied on its own terms rather than as a generic template.
Time
Realistic timelines
Qualitative analysis is slow by nature, because repeated reading is part of the method. These ranges are for a typical PhD data set of 15 to 30 interviews.
| Stage | Typical time | What it depends on |
|---|---|---|
| Approach and analysis plan | 3–5 working days | How settled your research questions are |
| Transcript preparation | 1–3 weeks | Number and length of recordings, and translation needs |
| Coding framework and software set-up | 1–2 weeks | Size of the data set and whether coding is inductive or deductive |
| Your coding, with review | 3–8 weeks | Mostly your own time; we review in rounds |
| Theme development review | 2–3 weeks | Number of review rounds with you |
| Mixed-methods integration | 1–3 weeks | Design type and readiness of both strands |
Method
Reflexive thematic analysis, briefly
Thematic analysis is the most common approach we see in Indian PhD theses — and the most often misdescribed.
Braun and Clarke’s 2006 paper set out six phases: familiarising yourself with the data, generating initial codes, searching for themes, reviewing themes, defining and naming themes, and writing the report. In later work they have described their approach as reflexive thematic analysis, emphasising that the researcher’s interpretation is central, that coding is organic rather than fixed in advance, and that phases are recursive rather than a one-way sequence.
A frequent examiner comment is that a methods chapter cites Braun and Clarke but describes something else, such as a fixed codebook with several coders and a kappa statistic. That can be a perfectly good method, but it is a codebook or coding-reliability approach, and it should be named and justified as such. We help you describe the method you actually used.
Integration in mixed methods
The commonest weakness in mixed-methods theses is that the two strands never meet: a statistics chapter, an interview chapter, and a discussion that mentions both. Integration means deciding in advance where the strands connect. The qualitative phase might build the survey or explain an unexpected quantitative result, or the two might run in parallel and be compared. Then you show that connection explicitly, for example in a joint display that places survey results and themes side by side with your inference about each.
Trustworthiness
Instead of validity and reliability in the statistical sense, qualitative work is usually judged on criteria such as credibility, transferability, dependability and confirmability. Thick description, reflexive memos, an audit trail and, where appropriate, member checking are the practical ways to meet them.
For the quantitative strand of a mixed-methods study, see statistical analysis in SPSS, R, AMOS and SmartPLS. If your interview guide or sampling still needs work, start with research methodology consulting.
Pricing
How pricing works
We quote after seeing a sample transcript, your research questions and your intended approach, because 12 short interviews and 40 long focus groups in two languages are very different jobs. The quote is fixed for the stages you choose and agreed in writing before work starts.
Transcription and translation, where you need them, are quoted as a separate line so you can see exactly what they cost.
What the quote depends on
- Number and length of interviews, focus groups or documents
- Whether transcription or translation is needed
- Analytic approach and software
- Whether the study is mixed methods
- Number of review rounds you want
Every quote includes
- A written scope listing exactly what will be delivered
- A fixed price agreed before any payment
- Payment in stages, tied to delivery
- Revision rounds stated in the scope
Process
How it works
Free consultation
A call or message with a specialist in your subject. We review your material and say plainly whether we are the right fit.
Written scope and quote
You get a written scope, a timeline and a fixed price. Work and payment begin once you agree to it.
Staged delivery
Work arrives in stages you review, each with a similarity report where text is involved. You pay stage by stage.
Revisions and hand-over
Revision rounds are included. At the end you get the final files, and an explanation of anything you’ll need to defend.
Keep reading
Guides and related services
Thematic analysis, step by step
Braun and Clarke’s phases, from coding to themes to write-up, with common mistakes.
Research Methodology Consulting
Design, sampling, instruments and analysis plan checked before you collect data, while changes are still easy.
Statistical Analysis (SPSS, R, AMOS, SmartPLS)
The right tests, assumptions checked, results interpreted — and syntax you can rerun and defend.
Writing a research gap statement
The kinds of gap, a sentence pattern that works, and weak-versus-strong examples.
FAQ
Frequently asked questions
Can you do the coding and give me the themes?
The coding and themes stay with you, because in qualitative research the interpretation is the analysis. We set up the project, review your coding, challenge weak themes and help you document the process, so you can explain every step at the viva.
Do I need NVivo, or can I code in Word or Excel?
Manual coding is legitimate and some researchers prefer it. Software such as NVivo, ATLAS.ti or MAXQDA helps with larger data sets, retrieving coded extracts and keeping an audit trail. The software doesn’t analyse anything for you; it organises your work.
Should I report Cohen’s kappa for my thematic analysis?
It depends on your approach. For codebook and coding-reliability approaches, intercoder agreement can be appropriate. For reflexive thematic analysis, Braun and Clarke argue it doesn’t fit, because there is no single “correct” coding to agree on. We help you choose and justify whichever fits the method you used.
How many interviews do I need?
There is no universal number. It depends on the approach, the diversity of your participants and how much each interview contributes. “Saturation” is widely cited but interpreted in different ways; your justification should fit your method. We can help you argue it transparently.
My interviews are in Tamil (or another language). Can you handle that?
We can arrange transcription and translation for several Indian languages, and we recommend checking translated extracts against the originals for meaning. Tell us the languages at the consultation and we will confirm what we can support.
What if the examiner asks how I arrived at a theme?
Your audit trail answers that: the codes that fed the theme, the memos about why they belong together, and earlier versions of the thematic map. We help you keep it throughout, not reconstruct it at the end.
How do you protect participants’ confidentiality?
Transcripts are anonymised before or as soon as they reach us, access is limited to the people working on your analysis, and files are deleted on request after hand-over. We follow any data-handling conditions set by your ethics committee and will sign an NDA if you want one.
Talk it through with a specialist for free
Send us where you are and what you need. We’ll reply within one working day with clear advice, a written scope and a fixed quote. No obligation.
Book a free consultation