Data Analysis and Interpretation in Qualitative Research
Author: Dr. Anna Neya Kazanskaia
Publisher: NEYA Global Publishing
Article | NEYA Global Journal of Non-Profit Studies
Year: 2025
ORCID: https://orcid.org/0009-0009-5669-1676
DOI: https://doi.org/10.64357/neya-gjnps-ql-rchfr-mth-08
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About the Article
This article explores methods for analyzing and interpreting qualitative data in non-profit research. It examines coding, thematic analysis, content analysis, and triangulation as core techniques for producing credible and actionable insights. Emphasis is placed on systematic coding, iterative theme development, quantification of concepts, and cross-verification using multiple sources or methods. Practical strategies for non-profit practitioners include rigorous coding practices, iterative refinement, and validation of findings. Through illustrative examples, the article demonstrates how integrating these approaches ensures analysis is both methodologically robust and contextually relevant, supporting program design, evaluation, and advocacy in diverse and resource-constrained environments.
Key Topics
- Qualitative research
- Data analysis
- Thematic analysis
- Content analysis
- Triangulation
- Coding
Suggested Citation
Kazanskaia, A. N. (2025). Data Analysis and Interpretation in Qualitative Research. NEYA Global Journal of Non-Profit Studies. NEYA Global Publishing. https://doi.org/10.64357/neya-gjnps-ql-rchfr-mth-08
References
| Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77-101. https://doi.org/10.1191/1478088706qp063oa | ||||
| Chambers, R. (2014). Rural development: Putting the last first. Routledge. https://doi.org/10.4324/9781315835815 | ||||
| Creswell, J. W., & Poth, C. N. (2018). Qualitative inquiry and research design: Choosing among five approaches (4th ed.). SAGE. | ||||
| Kazanskaia, A. N. (2025). Qualitative Research Methods. NEYA Global Publishing. https://doi.org/10.64357/qualitative-research-methods-2025 | ||||
| Kazanskaia, A. N. (2025). Quantitative Research Methods. NEYA Global Publishing. https://doi.org/10.64357/quantitative-research-methods-2025 | ||||
| Kazanskaia, A. N. (2025). Program Evaluation: Frameworks and Best Practices. NEYA Global Publishing. | ||||
| Kazanskaia, A. N. (2025). Visualizing Impact: Data Communication Strategies. NEYA Global Publishing. | ||||
| Kazanskaia, A. N. (2025). Applications of Qualitative Research in Non-Profit Organizations. NEYA Global Journal of Non-Profit Studies. https://doi.org/10.64357/neya-gjnps-ql-rchfr-mth-10 | ||||
| Kazanskaia, A. N. (2025). Narrative Analysis as a Qualitative Research Method in Non-Profit Contexts. NEYA Global Journal of Non-Profit Studies. https://doi.org/10.64357/neya-gjnps-ql-rchfr-mth-07 | ||||
| Patton, M. Q. (2015). Qualitative research and evaluation methods (4th ed.). SAGE. | ||||
| Saldaña, J. (2016). The coding manual for qualitative researchers (3rd ed.). SAGE. | ||||
| Creswell, J. W. (2013). Research design: Qualitative, quantitative, and mixed methods approaches (4th ed.). SAGE. | ||||
