Manuel B. Garcia

Manuel B. Garcia serves as the Senior Director for Educational Technology and Digital Learning at FEU Institute of Technology, Manila, Philippines. Read More

Contact Info

1607, FEU Tech Building,
P. Paredes St, Sampaloc,
Manila, Philippines
mbgarcia@feutech.edu.ph

Follow Me

When Does Grounded Theory Research Become Ordinary Thematic Analysis?

Coding interviews into themes does not necessarily constitute grounded theory. Understand when a study has moved away from grounded theory's theory-building logic, how thematic analysis differs, and which methodological description best fits the research actually conducted.

275
Grounded Theory vs. Thematic Analysis Guide 275 of 1272
01 · The Question

Are You Conducting Grounded Theory or Simply Identifying Themes?

A researcher interviews 20 teachers, codes their responses, groups similar codes into categories, and reports five themes about the challenges of implementing educational technology. The methodology section calls the study grounded theory because the categories were developed from interview data.

But does identifying themes from qualitative data make a study grounded theory?

The distinction matters because grounded theory and thematic analysis can share analytical activities while serving different methodological purposes. Coding, comparison, and identifying patterns are not exclusive to grounded theory. What matters is how these activities are organized, what decisions they inform, and what kind of knowledge the study intends to produce.

02 · The Short Answer

When Does a Study Stop Functioning as Grounded Theory?

In Brief

A study described as grounded theory is more accurately characterized as thematic analysis when its actual procedures primarily involve identifying and interpreting patterns across a fixed dataset, without the iterative theoretical sampling, category development, and explanatory theory construction that characterize grounded theory methodology.

Thematic analysis is not inherently less rigorous, and grounded theory does not become thematic analysis merely because its findings contain themes. The appropriate designation depends on the study's methodological logic, analytical procedures, and intended contribution.

03 · What You Need to Know

What Separates Grounded Theory From Thematic Analysis?

Grounded Theory Is a Methodology, Not Just a Coding Procedure

Grounded theory is a family of qualitative methodologies concerned with constructing an explanatory theoretical account grounded in systematically analyzed empirical material. Developed initially by Barney Glaser and Anselm Strauss, it has subsequently developed into several traditions with differing philosophical assumptions and analytical procedures.

Its defining features generally include concurrent data collection and analysis, constant comparison, analytical memo-writing, theoretical sampling, and the progressive development and integration of conceptual categories.

These procedures work together. Early analysis identifies questions that influence subsequent data collection. New comparisons refine conceptual categories. Analytical memos examine possible relationships, and the developing explanation guides further inquiry.

Consequently, choosing grounded theory as a research design involves more than selecting a particular coding strategy. It commits the researcher to a theory-building logic that should be visible throughout the study.

Thematic Analysis Identifies and Interprets Patterns of Meaning

Thematic analysis is a family of approaches for identifying, analyzing, and interpreting patterns across qualitative data. Depending on the approach, themes may be developed through inductive or deductive engagement with the material, or through a combination of both.

In reflexive thematic analysis, as articulated by Braun and Clarke, themes are not simply topics that repeatedly appear in interviews. They are patterns of shared meaning organized around a central concept and developed through the researcher's interpretive engagement with the dataset.

Other thematic analysis approaches, including some coding-reliability and codebook approaches, make different assumptions about coding procedures, researcher subjectivity, and the role of agreement among analysts. These approaches should not be treated as methodologically interchangeable.

Thematic analysis can support descriptive, interpretive, critical, or theoretically informed research. It may also generate conceptual insights. However, it does not ordinarily require the iterative theoretical sampling and integrated substantive theory development expected in a full grounded theory study.

What Are the Main Differences Between Grounded Theory and Thematic Analysis?

Dimension Grounded theory Thematic analysis
Primary purpose Develop an explanatory theoretical account of a process, action, or social phenomenon. Develop and interpret meaningful patterns across qualitative data in relation to a research question.
Methodological status A family of research methodologies with interconnected design and analytical procedures. A family of analytical approaches that can operate within different research designs and theoretical orientations.
Sampling Often begins purposively and proceeds through theoretically directed sampling as categories develop. Sampling is determined by the research design and question; theoretical sampling is not a defining requirement.
Collection and analysis Typically iterative, with emerging analysis directing further data collection. May be iterative but can also analyze a dataset collected before formal coding begins.
Analytical focus Conceptual categories, their properties, relationships, and explanatory integration. Patterns of meaning developed and interpreted across the dataset.
Expected contribution An empirically grounded substantive theoretical explanation. A coherent thematic interpretation that addresses the research question.
Stopping logic Commonly considers theoretical saturation or sufficiency of central categories. Depends on the specific approach and research design; saturation is not universally required or appropriate.

These distinctions describe methodological orientations rather than absolute boundaries. Both approaches can involve abstraction, interpretation, and conceptual development. Their differences concern the organization and purpose of those activities.

Why Is Coding Interview Transcripts Not Enough to Establish Grounded Theory?

Coding is an analytical operation, not proof of a particular methodology. Researchers using thematic analysis, qualitative content analysis, framework analysis, and grounded theory may all assign codes to segments of text.

Likewise, grouping codes into categories does not automatically produce a theory. A category such as limited institutional support may summarize an important issue, but it does not yet explain how institutional support shapes participants' actions, under which conditions its effects vary, or how it interacts with other processes.

Suddaby's methodological critique of grounded theory cautions against treating routine coding procedures as sufficient evidence of theory construction. Analytical techniques need to be connected to the epistemological assumptions and explanatory purpose of the research.

What Makes Grounded Theory Findings Theoretical Rather Than Merely Thematic?

Theoretical findings establish a conceptual explanation of how a phenomenon operates. They may identify processes, conditions, actions, consequences, and relationships that account for patterns in the data.

Consider a study of teachers' adoption of generative AI. Themes such as institutional pressure, ethical concerns, and professional development needs may offer a valuable account of participants' experiences.

A grounded theory analysis might instead develop an explanatory process in which teachers interpret institutional expectations, assess perceived risks to professional credibility, negotiate permissible practices, and revise their teaching decisions in response to feedback.

The difference is not that the second account uses more sophisticated vocabulary. It makes an explanatory claim about relationships and processes, and that claim must be supported through systematic conceptual comparison.

This distinction also clarifies what it means for grounded theory to produce a theory. A diagram containing several themes and arrows is not necessarily a theoretical contribution unless the relationships are analytically developed and empirically justified.

Why Are Theoretical Sampling and Iterative Analysis So Important?

In grounded theory, emerging analysis influences the next stage of inquiry. Researchers may initially recruit participants because they have relevant experience, but later sampling decisions should respond to developing conceptual questions.

For example, a researcher may discover that teachers who initially oppose AI-based assessment sometimes become advocates after gaining greater decision-making authority. That finding raises a question about the conditions under which professional autonomy changes responses to AI adoption.

The researcher can then use theoretical sampling to examine cases that clarify or challenge this emerging relationship.

By contrast, a thematic analysis of a completed interview dataset may examine the same relationship interpretively without recruiting additional participants. That is not necessarily a weakness. It reflects a different analytical design and evidential basis.

The distinction becomes consequential when researchers claim to have used theoretical sampling despite recruiting all participants before beginning analysis. Purposive sampling and theoretical sampling are not synonymous.

Can Grounded Theory Coding Be Used Within Thematic Analysis?

Yes, researchers can draw selectively on grounded theory techniques, including line-by-line coding, constant comparison, or memo-writing, without adopting grounded theory as the overall methodology.

Such choices should be explained accurately. A researcher might describe an inductive thematic analysis informed by constant comparative techniques, provided that this description reflects what was actually done and is compatible with the chosen thematic approach.

However, using a few grounded theory procedures does not justify claiming a complete grounded theory design. The distinction between grounded theory as an analytical resource and as a full methodology is important when writing the methods section.

Researchers should also avoid assembling incompatible procedures without explaining their methodological rationale. For example, adopting reflexive thematic analysis while simultaneously treating intercoder agreement as its principal validity criterion would require reconsideration because reflexive thematic analysis conceptualizes researcher interpretation differently from coding-reliability approaches.

Does Using Constant Comparison Automatically Make a Study Grounded Theory?

No. Comparing accounts, incidents, codes, or patterns can strengthen several qualitative approaches. In grounded theory, however, constant comparison is integrated with theoretical sampling, memo-writing, category development, and theory construction.

The relevant question is not simply whether comparisons occurred but what they accomplished. Did comparisons identify similarities among participants' statements, or did they progressively refine the conceptual relationships supporting an emerging explanation?

The methodological significance of constant comparison in grounded theory comes from its relationship to the broader theory-building process.

What If the Researcher Intended Grounded Theory but Produced Only Themes?

An intended design and an accomplished design are not always identical. A researcher may begin with a grounded theory objective but encounter constraints that prevent theoretical sampling, iterative collection, or sufficient category development.

The appropriate response is not automatically to rename the study. First, examine whether further analysis of existing material could strengthen conceptual integration or whether additional collection is feasible and ethically permissible.

If the completed study remains primarily thematic, the researcher should consider whether its actual research question, procedures, and findings support an alternative methodological description.

Reclassification may require revising the research question, methodology, analytical account, and claims about findings. It should not be a cosmetic substitution of one methodological label for another.

Nor should researchers imply that theoretical saturation occurred merely because the final interviews did not generate new themes. Theoretical saturation concerns the development of theoretical categories, not simply descriptive repetition.

Watch Out

A study does not become grounded theory because the researcher used open coding, called categories "emergent," or presented a conceptual diagram. Conversely, a study is not automatically disqualified from grounded theory because its results are organized under thematic headings. Evaluate the complete research process and the explanatory contribution.

04 · A Practical Example

How Can Two Studies Use Similar Interviews but Produce Different Types of Findings?

Hypothetical Example

Investigating How University Teachers Respond to Generative AI Assessment Policies

Two researchers investigate how university instructors respond to institutional rules governing generative AI in student assessment. Both conduct semistructured interviews and analyze participants' accounts. Their methodological choices, however, lead to different forms of knowledge.

Study A: Thematic analysis The researcher interviews 18 instructors selected to provide varied perspectives. After examining the dataset, the researcher develops themes concerning policy ambiguity, perceived threats to academic integrity, disciplinary differences, and negotiation of professional responsibility.
Study A: Analytical contribution The findings interpret patterned meanings in how instructors experience and respond to policy expectations. The study provides a coherent thematic account without claiming to have constructed a substantive grounded theory.
Study B: Grounded theory The researcher begins with 10 instructors and analyzes interviews during collection. Initial categories suggest that perceived professional discretion influences policy responses. The researcher then selects additional participants and institutional contexts to examine circumstances that challenge or refine this relationship.
Study B: Theoretical development Through repeated comparison and analytical memo-writing, the researcher develops a process explaining how instructors interpret policy expectations, assess professional risks, negotiate permissible actions, and stabilize or revise assessment practices.
Study B: Analytical contribution The researcher presents an integrated substantive explanation, identifies the conditions under which the process varies, and documents how theoretical sampling and category development informed the final account.

Neither study is automatically superior. Study A may be better suited to understanding patterned meanings across instructors' accounts. Study B may be more appropriate when the objective is to construct an explanation of the process through which instructors negotiate institutional requirements.

The decisive difference is the relationship among the research question, sampling, analysis, and intended findings, not the mere presence of interview transcripts or coding tables.

05 · What Researchers Often Get Wrong

Common Mistakes When Distinguishing Grounded Theory From Thematic Analysis

Misconception

Does Inductive Coding Automatically Mean Grounded Theory?

No. Inductive coding is used in several qualitative approaches. Grounded theory additionally requires a coherent theory-building methodology involving conceptual development and appropriately connected analytical procedures.

Misconception

Is Thematic Analysis Just a Less Rigorous Version of Grounded Theory?

No. Both can be rigorous when conducted consistently with their methodological assumptions. Thematic analysis addresses different analytical objectives and should be evaluated using criteria appropriate to its specific approach.

Misconception

Does Reporting Themes Mean a Grounded Theory Study Has Failed?

Not necessarily. Grounded theory findings may be presented through themes or thematic headings. The substantive question is whether those findings communicate integrated conceptual relationships and an explanatory account rather than only a descriptive inventory.

Misconception

Can a Diagram Turn Thematic Findings Into a Grounded Theory?

No. A visual model may organize findings, but arrows and boxes do not establish explanatory relationships. The researcher must show how the proposed connections were developed and supported through analysis.

Misconception

Must Thematic Analysis Always Be Descriptive?

No. Thematic analysis can involve substantial interpretation and theoretical engagement. Reflexive thematic analysis, for example, may develop complex interpretations of patterned meaning rather than merely summarize interview topics.

Misconception

Does Using Grounded Theory Software Establish the Research Design?

No. Qualitative data analysis software can support coding, memo management, and data retrieval across different methodologies. The software does not determine whether the analysis constitutes grounded theory or thematic analysis.

06 · What This Means for You

Which Methodological Description Fits Your Actual Research?

Begin with the research question and the intended analytical contribution. If the objective is to interpret patterned meanings across participants' accounts, thematic analysis may be appropriate. If the objective is to develop an explanatory account of a social process through iterative conceptual development, grounded theory may be more suitable.

A practical methodological decision framework

If your primary question concerns patterns of experiences, perceptions, or meanings
Consider an appropriate thematic analysis approach, with a clearly stated theoretical orientation and analytical procedure.
If your question seeks to explain how a social process develops or operates
Consider grounded theory if you can support its iterative sampling, comparative analysis, and theory-building requirements.
If all data were collected before substantive analysis
Assess whether the actual procedures justify a grounded theory claim or are better described through another qualitative analytical approach.
If you used selected grounded theory coding techniques without conducting a full grounded theory study
Describe those techniques accurately within the methodology actually used, without overstating the design.
If your findings consist mainly of categories describing recurring issues
Determine whether additional conceptual analysis is warranted or whether a thematic account better represents the study's contribution.

For a thesis or manuscript, methodological congruence is more defensible than selecting a prestigious-sounding label. Explain what you did, why those procedures were appropriate, and what the findings can reasonably establish.

If the study changed direction during implementation, report the change transparently. Methodological adaptation can be justified, but readers should not have to reconstruct the actual design from contradictory descriptions scattered across the methods and findings sections.

07 · A Quick Checklist

Check Whether Your Study Is Grounded Theory or Thematic Analysis

Before finalizing your methodological label, check:
State whether the primary objective is theory construction or interpretation of patterned meanings.
Identify the grounded theory tradition or thematic analysis approach actually adopted.
Verify that the research question aligns with the chosen methodological purpose.
Document when analysis began and whether it influenced subsequent data collection.
Distinguish initial purposive sampling from theoretical sampling informed by emerging categories.
Explain how coding, comparison, and memo-writing contributed to the analysis.
Assess whether the findings develop integrated explanatory relationships or primarily interpret patterns of meaning.
Use stopping criteria and quality standards appropriate to the selected approach.
Ensure the methodology, findings, and conclusions describe the study actually conducted.
08 · Frequently Asked Questions

Frequently Asked Questions About Grounded Theory and Thematic Analysis

Can I use thematic analysis in a grounded theory study?

Grounded theory can produce findings organized thematically, and some analytical techniques overlap. However, formally combining distinct methodologies requires a clear rationale. Using thematic analysis as the principal analytical approach does not automatically satisfy grounded theory's theory-building requirements.

Can thematic analysis generate a theory?

Thematic analysis can contribute to theoretical interpretation and conceptual development. Nevertheless, developing theoretical insights through thematic analysis is not equivalent to conducting a full grounded theory methodology.

Is open coding exclusive to grounded theory?

No. Open or inductive coding procedures may be used in different qualitative approaches. Their methodological meaning depends on how they are situated within the overall design and analytical purpose.

Can I use grounded theory if my sample size was fixed in advance?

An initial recruitment estimate is compatible with planning grounded theory research. A strictly fixed final sample that prevents theoretical sampling may, however, limit the extent to which the study follows grounded theory's iterative logic.

Does grounded theory require a core category?

Core or central categories are important in several grounded theory traditions, but their terminology and analytical role vary. The essential concern is whether the categories are integrated into a coherent explanatory account consistent with the selected tradition.

Can I change from grounded theory to thematic analysis after collecting data?

Potentially, provided the revised approach is methodologically justified and compatible with the research question, data, ethical permissions, and analytical procedures. Any change should be reported transparently rather than presented as though it had always been the original design.

Which approach is better for studying teachers' experiences?

Neither is automatically better. Thematic analysis may suit questions about patterned meanings across teachers' experiences. Grounded theory may suit questions seeking to explain the process through which teachers respond, adapt, or make decisions under particular conditions.

09 · The Bottom Line

Grounded Theory Requires More Than Themes and Coding

The Bottom Line

A study is better described as thematic analysis when its actual contribution is the identification and interpretation of patterned meanings, rather than an explanatory theory developed through the integrated methodological processes of grounded theory.

Do not judge the distinction solely by whether a study reports themes, uses particular coding labels, or includes a diagram. Evaluate the research question, iterative design, theoretical sampling, analytical integration, and nature of the final contribution. The most defensible methodological label is the one that accurately represents the research conducted.

10 · Sources and Further Reading

Foundational Literature on Grounded Theory and Thematic Analysis

11 · Cite this Guide

How to Cite This Guide

This guide is intended to be read, shared, and used in research, teaching, and academic work. If you draw on its ideas, explanations, or other content, please acknowledge the source by citing the guide. Doing so gives appropriate credit and helps your readers locate the original resource.

Has the Field Guide helped your research?

If a guide helped clarify a question, inform a research decision, or move your work forward, I would love to hear about your experience. Your story may also help other researchers discover the Field Guide.

Share Your Experience
Takes only a few minutes