STATISTICAL METHOD
Thematic Analysis Methodology
Qualitative Consulting for Theme Development
We apply thematic analysis within your study's philosophy, reflexive or codebook-based, developing themes as patterns of shared meaning rather than topic summaries, and keeping a documented path from codes to final themes that a reviewer can follow.
No Commitment Required
Strictly Confidential
In-House PhD-Level Statisticians
Fixed Project Fee
Same-Day Response
METHOD OVERVIEW
What Is Thematic Analysis?
Thematic analysis is a qualitative method for developing and interpreting patterns of shared meaning, called themes, across a set of interviews, focus groups or open-ended responses. A theme is not a topic or an answer to an interview question: it is built by the analyst through coding and rests on supporting extracts. The versions differ in philosophy, since reflexive thematic analysis (Braun and Clarke) treats interpretation as the researcher’s own work, while codebook and coding-reliability approaches use a structured codebook, sometimes with several coders. OnlineSPSS, a specialist statistical consultancy for academic, clinical and professional research, provides thematic analysis methodology support, with the approach fitted to your study and the coding documented.
WHEN TO ENGAGE
When Is Thematic Analysis Appropriate?
Thematic analysis fits questions about patterns of meaning in interviews, focus groups or open-ended responses, and these are the situations in which researchers most often ask us for it.
Interview Data Ready for Coding Transcripts from interviews, focus groups or open-ended survey items are complete, and the question concerns patterns of meaning across participants, not one account.
Reflexive or Codebook Decision The team has not settled whether one analyst will develop themes reflexively or a shared codebook will guide coding, a choice that sets how quality is judged.
Themes That Read as Topic Headings Candidate themes repeat the interview questions as headings, and the extracts beneath them describe a topic instead of showing a shared meaning that organizes them.
Reviewing a Completed Analysis A thematic analysis is written up, and a reviewer has questioned how its themes were built. Independent Statistical Review traces each theme back to its extracts.
ANALYTICAL APPROACH
How We Apply Thematic Analysis
Within the family of Qualitative & Mixed Methods, thematic analysis is chosen only once the research aim and its philosophy are clear.
Aim and Philosophical Fit We confirm whether reflexive, codebook or coding-reliability thematic analysis suits the question, since each rests on a different view of subjectivity, rigor and quality.
Coding and Theme Development Codes come from close reading, are clustered into candidate themes and are tested against the whole dataset. Themes are constructed by the analyst, not found in the transcripts.
Inductive or Deductive Coding Inductive thematic analysis stays close to the data, while deductive coding is guided by prior theory. We state the orientation, since no coding begins from a blank slate.
Reflexivity and Audit Trail Quality rests on reflexivity and a documented path from codes to themes. Coder agreement and saturation serve some approaches, but are not required in reflexive analysis.
DELIVERABLES
What You Receive
As part of our Qualitative & Mixed Methods Analysis service, the themes come with the extracts, records and files needed to report and defend them.
Data & Variable Review Transcripts are checked against recordings, de-identified and organized by participant and context, so that every extract can be located and attributed correctly.
Method-Specific Checks Codes are reviewed for overlap and coherence, and each candidate theme is tested against the full dataset and any negative cases before it is retained.
Statistical Results The coded dataset, the code definitions or codebook, a thematic map, and a definition of each theme with its central organizing idea and supporting extracts.
Publication-Ready Tables & Figures A theme table with representative extracts, a thematic map and a participant characteristics table, formatted to COREQ or SRQR and the journal's requirements.
Interpretation The analytic decisions behind each theme are documented against the research question and its extracts, with the limits of this sample and setting stated plainly, so that the interpretation of the themes remains yours.
Reproducible Analysis Files The NVivo, MAXQDA or ATLAS.ti project is provided with the code definitions and a dated record of revisions, so later changes to the themes stay documented.
ALTERNATIVE METHODS
When Another Method May Be More Appropriate
We choose the method by the research question and its epistemological aim. These approaches answer different questions from thematic analysis and suit other designs.
01
Content Analysis
When each unit of text must be classified under a defined category and the counts matter, content analysis fits better than themes built around shared meaning.
02
Grounded Theory
When the aim is an explanatory theory of a process, built by constant comparison and theoretical sampling, grounded theory goes further than a thematic account of patterns.
03
Interpretative Phenomenological Analysis (IPA)
When the question is what an experience means to each person, IPA's idiographic, case-by-case reading of a small, homogeneous sample fits better than cross-dataset patterns.
04
Framework Analysis
When a commissioned study compares sites or participants on set questions, framework analysis charts each case against each theme, which a thematic map does not show.
CASE EXAMPLE
How We Work in Practice
An illustration of how a qualitative study moves from a planned approach to themes that can be defended.
ILLUSTRATIVE EXAMPLE · PUBLIC LIBRARY SERVICE RESEARCH · UNITED STATES
A public library system interviewed branch staff about digital lending and needed to report patterns of meaning, not a list of answers to each interview question.
The protocol, written before coding began, specified reflexive thematic analysis with an inductive orientation and the library’s researcher as lead analyst, so no coder-agreement statistic and no saturation target were planned. When the first candidate themes mirrored the sections of the interview guide, we reviewed them with the analyst, who recoded around what staff were trying to protect or achieve. Themes were checked against the full dataset, and one was split after a negative case. The analyst kept a reflexive log, the revision record formed the audit trail, and each final theme was anchored in extracts from several interviews.
Outcome: The team received feedback on each candidate theme, a check of the final themes against their extracts, the audit trail, a methods paragraph on the reflexive approach and the project file.
This example does not describe a real client or project. We never share details of actual client work, in line with the confidentiality we promise every researcher. This illustrative example is included to show the type, scope, and standard of work involved in this kind of analysis.
SOFTWARE
Software for Coding and Theme Development
Coding is carried out in qualitative software, while R describes the sample or explores text and never replaces the analyst's interpretation.
RESEARCH DISCIPLINES
Thematic Analysis Across Research Fields
Thematic analysis is used across research fields, each with its own participants, data sources and reporting conventions for qualitative work.
A Defined Process for Your Analysis
We review your transcripts, research question and approach before any work begins, so the scope, deliverables, timeline and fixed project fee are clear from the outset.
01
Share Your Research Materials
Send your dataset, research question, study design and any existing analysis plan or output. We will let you know if anything else is needed to assess the project.
02
Receive Your Assessment
Your statistically trained Research Coordinator reviews the project and confirms the required analysis, deliverables, timeline and fixed project price before work begins.
03
Analysis & Delivery
Once you confirm the scope, an in-house statistician completes the agreed analysis and delivers the outputs, interpretation and reporting files.
RESEARCHER VOICE
What Researchers Say
Feedback from a researcher who needed to move from codes to defensible themes instead of repeating the interview questions.
“Our first pass at Thematic Analysis produced output, but I was not comfortable signing it off because of how to move from codes to defensible themes rather than simply repeating interview questions. The analysis was rebuilt carefully and the interpretation was much clearer. The final output was concise, clearly interpreted, and ready to use in our research reporting.”
RESEARCH RESPONSIBILITY
Statistical Support Without Taking Over Your Research
We provide the methodological support for your thematic analysis, while the themes, their meaning and the authorship stay entirely with you.
Agreed Statistical Support We provide the agreed methodological, analytical and reporting support for your thematic analysis, within the scope confirmed before work begins.
No Intellectual Contribution OnlineSPSS claims no intellectual contribution to your research. Our work is methodological support, and authorship remains yours.
Your Research Decisions The research question, the final themes, the theoretical argument and the conclusions remain with you, and our interpretation stays within what the extracts and the design support.
Confidential Handling Transcripts and project details are handled confidentially and are not published. An NDA is available where required and can be arranged before sensitive materials are shared.
FREQUENTLY ASKED QUESTIONS
Questions About Thematic Analysis
Short answers to what researchers ask before a thematic analysis, from the choice of approach and coder agreement to confidentiality and the process.
Reflexive or codebook thematic analysis: which fits?
They rest on different philosophies, so the choice follows your question and epistemology. Reflexive thematic analysis (Braun and Clarke) treats themes as developed through the analyst’s interpretive work, with subjectivity as a resource. Codebook and coding-reliability approaches use a structured codebook, sometimes with several coders, and suit teams needing structure or prespecified topics. We state the approach and its quality criteria in the methods.
Do I need two coders and an agreement statistic?
Not for reflexive thematic analysis, where the analyst’s interpretation is the analytical tool and agreement would imply a single correct coding. Coding-reliability approaches do use independent coders and may report agreement, such as Cohen’s kappa. Either way, the choice is justified by the approach you adopted, not by a general expectation that agreement is mandatory.
How many interviews are enough to develop themes?
Sample size is judged by information power, meaning the study aim, how specific the sample is, the use of established theory, the quality of the dialogue and the analysis strategy, not by a fixed number. Reflexive thematic analysis does not require saturation, since themes are developed, not exhausted. Codebook approaches sometimes report code saturation as a pragmatic judgment.
Can you review an analysis that has already been completed?
Yes, we can review a completed thematic analysis before submission or after reviewer comments. We look at whether the themes are shared meanings or topic headings, whether the approach matches the quality claims, and whether each theme leads back to its extracts, then report what the analysis can support.
How do you protect my dataset and research confidentiality?
Transcripts, recordings, codebooks, analytic memos and other project files are handled confidentially, and project information is not published. An NDA is available where required and can be arranged before sensitive materials are shared. Read more about confidentiality and data security.
What happens when I request an assessment, and how long does it take?
You share your research question, design and relevant materials, and a statistically trained Research Coordinator reviews the request and responds the same day. The analysis, deliverables, timeline and one fixed project fee are then confirmed before any work begins, so the timeline follows from the agreed scope.
Still have a question? Find more answers in our full FAQ.
NEXT STEP
Need Support With a
Thematic Analysis Project?
Share your research question, transcripts and chosen approach. We assess whether thematic analysis fits and confirm the scope before any work begins.
No Commitment Required
Strictly Confidential
Fixed Project Fee
In-House PhD-Level Statisticians
Same-Day Response
Serving Researchers Since 2014