Focus
Type

10 Qualitative Research

10 sub-clusters · 194 references

Invite review of: Qualitative Open Science OS Booklet.pdf Description Qualitative research refers to research conducted with non-numeric data, such as interviews, focus groups, ethnographies, photovoice, and others. There are 10 sub-clusters that can help readers understand open science from a qualitative perspective:

FAIR data and materials: Choosing to share data 30 / 30

Data sharing may be a particularly useful way for researchers to increase the impact of their research. Readings in this section will highlight what data sharing can look like and why researchers and communities might benefit from these practices.

practice/tools Paper
Qualitative Data Management and Analysis within a Data Repository
This resource describes the practical application of a data repository for managing and analyzing complex qualitative data, such as photos and audio recordings, within a large nursing study. It offers a case-study perspective on how digital infrastructure can be adapted to support the unique security and collaboration needs of qualitative research teams.
overview Paper
Revisiting Qualitative Data Reuse
This article evaluates the rapid growth and mainstream acceptance of qualitative data reuse in the United Kingdom, identifying the specific policy and cultural drivers behind this shift. It explores how secondary analysis provides opportunities to gain new methodological insights and substantive findings from existing raw research materials.
Bishop, L. (2005). Protecting Respondents and Enabling Data Sharing: Reply to Parry and Mauthner. Sociology, 39(2), 333–336.
overview Paper
Ethical Sharing and Reuse of Qualitative Data
This paper provides a conceptual framework for the ethical reuse of qualitative data by shifting the debate from narrow participant rights to broader philosophical ethical frameworks. It summarizes the current ethical landscape to help researchers navigate the impasse of ethical objections toward archiving and sharing qualitative materials.
practice/tools Paper
A context-consent meta-framework for designing open (qualitative) data studies
This article introduces a context-consent meta-framework designed to assist researchers in the ethical planning and execution of studies involving open qualitative data. Based on interviews with qualitative psychologists, the resource specifically recommends conducting 'archaeologies of context and consent' to evaluate the suitability of datasets for secondary use.
Braukmann, R. (2025). Archiving & publishing qualitative data: Repository perspective. [Workshop]. Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://zenodo.org/records/15095032
practice/tools Paper
Open-Science Guidance for Qualitative Research: An Empirically Validated Approach for De-Identifying Sensitive Narrative Data
This resource offers an empirically validated systematic approach for de-identifying sensitive narrative data, addressing a major barrier to data sharing in qualitative psychology. It provides specific guidance on maintaining the integrity of qualitative findings while protecting the identities of participants from marginalized or traumatized populations.
overview Paper
Open Data in Qualitative Research
This resource surveys the evolving landscape of open data in qualitative research, discussing the impact of technological changes and funder mandates on research practices. It contrasts the benefits of transparency and accountability with the unique challenges posed by the non-standardized nature of qualitative data.
practice/tools Paper
Introducing the Qualitative Data Repository's Curation Handbook
This practice-oriented paper presents the Qualitative Data Repository’s Curation Handbook, which outlines formalized procedures for structuring and archiving qualitative and multi-method research. The handbook serves as a guide for both researchers and data curators to ensure that shared data is discoverable, accessible, and meaningful for secondary analysis.
Dienlin, T., Johannes, N., Bowman, N. D., Masur, P. K., Engesser, S., Kümpel, A. S., ... & De Vreese, C. (2021). An agenda for open science in communication. Journal of Communication, 71(1), 1-26.
overview Paper
Is it time to share qualitative research data?
This paper examines the scientific, ethical, and policy implications of sharing qualitative research data, providing a comprehensive analysis of why these practices lag behind quantitative data sharing. It identifies specific advantages such as research verification and pedagogical support while addressing the practical barriers and institutional requirements involved.
Elman, C., & Kapiszewski, D. (2014). Data Access and Research Transparency in the Qualitative Tradition. PS: Political Science & Politics, 47(1), 43–47. doi:10.1017/S1049096513001777
Jarman, B. (2020). Open Data and sensitive interviews: Reflecting on ethics, consent, and reproducibility. Apollo - University of Cambridge Repository. https://doi.org/10.17863/CAM.62157
Kapiszewski, D., Karcher S., SSRC & Qualitative Data Repository. (n.d.). Managing qualitative social science data [Online course]. Social Science Research Council. https://managing-qualitative-data.org
advocacy Paper
How Data Curation Enables Epistemically Responsible Reuse of Qualitative Data
This paper presents a conceptual argument for the 'epistemically responsible reuse' of qualitative data, countering common skepticism regarding the ethical and epistemological validity of secondary analysis. It highlights the vital role of meticulous data curation in preserving the necessary context and integrity for meaningful reuse in qualitative inquiry.
overview Paper
Rethinking Data Sharing and Human Participant Protection in Social Science Research: Applications from the Qualitative Realm
This article evaluates how traditional participant protection models designed for quantitative data fail to address the unique privacy requirements of qualitative research. It proposes a rethinking of data-sharing frameworks to better accommodate the specific epistemic and ethical nuances of the qualitative social science realm.
Korkiakangas, T. (2014). Challenges in archiving and sharing video data: Considering moral, pragmatic, and substantial arguments. Journal of Research Practice, 10(1), Article M3. https://discovery.ucl.ac.uk/id/eprint/10019201/1/Challenges_in_Video_Data_PRE_PRINT.pdf
Lester, J. (2017, December 11). Episode 3: The Qualitative Data Repository & Dr. Sebastian Karcher [Audio podcast episode]. In Qualitative Conversations. AERA Qualitative Special Interest Group. https://podcasts.apple.com/us/podcast/episode-3-qualitative-data-repository-dr-sebastian/id1324213425?i=1000413594733
Mannheimer, S., Pienta, A., Kirilova, D., Elman, C., & Wutich, A. (2019). Qualitative data sharing: Data repositories and academic libraries as key partners in addressing challenges. American Behavioral Scientist, 63(5), 643-664. https://pmc.ncbi.nlm.nih.gov/articles/PMC6830543
advocacy Paper
Data sharing in qualitative research: opportunities and concerns
The article advocates for the adoption of data sharing within qualitative research paradigms by highlighting its benefits for cumulative science and maximizing participant contributions. It addresses common concerns while articulating how sharing discourages fraud and enables critical scrutiny of qualitative findings.
evidence Paper
Research Participant Views regarding Qualitative Data Sharing
This study explores the under-researched area of participant attitudes toward qualitative data sharing through interviews with individuals involved in sensitive research. It highlights that participants value the potential impact of their data but demand strong protections regarding confidentiality and the prevention of data misuse by secondary users.
Piñeiro, R., & Rosenblatt, F. (2016). Pre-analysis plans for qualitative research. Revista de Ciencia Política, 36(3), 785–796. https://doi.org/10.4067/S0718-090X2016000300785
critique Paper
When open data closes the door: A critical examination of the past, present and the potential future for open data guidelines in journals
This paper provides a critical evaluation of how current journal open data guidelines often overlook the specific ethical and theoretical nuances of qualitative research. It uses a content analysis of 261 journals to demonstrate the disconnect between broad open-science mandates and the practical realities of qualitative social psychology.
Qualitative Data Repository (n.d.). Guidance and resources. Qualitative Data Repository. https://qdr.syr.edu/guidance
Roulston, K. (2019, May 9). Archiving qualitative data [Blog post]. QualPage: Examining the world through qualitative inquiry. https://qualpage.com/2019/05/09/archiving-qualitative-data
Tamminen, K. A., Bohaker, H., Bundon, A., Gastaldo, D., Gladstone, B. M., Krmpotich, C., McDonough, M., & Smith, B. (2020). Building and supporting the use of digital research infrastructure among qualitative researchers. International Society of Qualitative Research in Sport and Exercise. https://alliancecan.ca/sites/default/files/2022-03/tamminen-et-al-ndrio-white-paper-qualitative-research.pdf
overview Paper
Promises and pitfalls of data sharing in qualitative research
This resource provides a balanced overview of the advantages and ethical complexities associated with data sharing in qualitative research. It specifically examines the tension between the push for research transparency and the need to protect sensitive information, outlining the unique risks and responsibilities qualitative researchers must manage when sharing their work.
evidence Paper
Qualitative Data Sharing: Participant Understanding, Motivation, and Consent
This empirical study investigates how research participants in a sensitive context—abortion reporting—understand and perceive the sharing of their qualitative data. By analyzing participant motivations and responses to consent requests, it provides evidence-based insights into the complexities of obtaining informed consent for data reuse.
practice/tools Report
Making Qualitative Data Reusable - A Short Guidebook For Researchers And Data Stewards Working With Qualitative Data
This guidebook offers actionable guidance for researchers and data stewards on making qualitative data reusable throughout the entire research data life cycle. It includes a specialized decision tree to help researchers evaluate and select the most appropriate strategies for preserving and sharing qualitative materials.
Yardley SJ, Watts KM, Pearson J, Richardson JC. Ethical Issues in the Reuse of Qualitative Data: Perspectives From Literature, Practice, and Participants. Qualitative Health Research. 2013;24(1):102-113. doi:10.1177/1049732313518373
FAIR data and materials: Ethical and legal challenges 35 / 35

Sharing qualitative data comes with its own challenges. Depending on the nature of the data, it may not be ethical to share data so that anyone can access it. This section outlines some of the common issues in sharing qualitative data and how researchers might respond to these challenges.

practice/tools Paper
Qualitative Data Management and Analysis within a Data Repository
This resource describes the practical application of a data repository for managing and analyzing complex qualitative data, such as photos and audio recordings, within a large nursing study. It offers a case-study perspective on how digital infrastructure can be adapted to support the unique security and collaboration needs of qualitative research teams.
Bishop, L. (2005). Protecting Respondents and Enabling Data Sharing: Reply to Parry and Mauthner. Sociology, 39(2), 333–336.
overview Paper
Ethical Sharing and Reuse of Qualitative Data
This paper provides a conceptual framework for the ethical reuse of qualitative data by shifting the debate from narrow participant rights to broader philosophical ethical frameworks. It summarizes the current ethical landscape to help researchers navigate the impasse of ethical objections toward archiving and sharing qualitative materials.
teaching/training Paper
Using archived qualitative data for teaching: practical and ethical considerations
This resource provides practical and ethical guidance for using archived qualitative datasets specifically as pedagogical tools in the classroom. It details necessary infrastructure, the procurement of customized teaching materials, and the symmetrical ethical responsibilities shared by researchers and educators when reusing data.
Bishop, L. (2014). Re-using qualitative data: A little evidence, on-going issues and modest reflections. Studia Socjologiczne. 3. 167-176.
Bochynska, A., et al. (2025). Supporting the adoption of open science practices by qualitative researchers [Plenary slides]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/xdw3m
Bochynska, A., et al. (2025). Supporting the adoption of open science practices by qualitative researchers [Video]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/tv8g6
Bosch, S., (2025). Supporting qualitative open science through institutional policy and infrastructure [Plenary slides]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/ezutr
Bosch, S., (2025). Supporting qualitative open science through institutional policy and infrastructure [Video]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/ajdfb
Branney, P. (2025). Open science and qualitative research: FAIR archiving, safeguarding, and stewarding of potentially identifiable qualitative data [Workshop]. Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/qv8f6
overview Preprint
Reproducibility and replicability of qualitative research: an integrative review of concepts, barriers and enablers
This integrative review synthesizes diverse literature to clarify how the concepts of reproducibility and replicability are conceptualized within the specific context of qualitative research. It maps out the unique methodological barriers and enablers relevant to qualitative practitioners, providing a foundation for adapting open science principles to non-quantitative paradigms.
evidence Paper
Impact of Open Data Policies on Consent to Participate in Human Subjects Research: Discrepancies between Participant Action and Reported Concerns
This study provides empirical evidence on whether open data mandates impact participant consent rates and dropout behavior in human subjects research. The results suggest a discrepancy between participants' expressed concerns and their actual actions, indicating that such policies do not necessarily hinder recruitment.
critique Preprint
Open With Care! Consent, Context, and Co-production in Open Qualitative Research
This resource responds to scholarly critiques of the Netherlands Code of Conduct for Research Integrity, arguing that the existing code remains a justified and functional framework for ethical practice. It contributes to the broader debate on research ethics by clarifying the purpose and limitations of national integrity policies.
evidence Paper
Participation in patient support forums may put rare disease patient data at risk of re-identification
This study provides empirical evidence of re-identification risks for rare disease patients who participate in online support forums. It identifies how specific health data patterns and ICD codes act as quasi-identifiers, and proposes practical adjustments to forum guidelines and organizational privacy measures to protect patient anonymity.
Jacobs, A. M., Büthe, T., Arjona, A., Arriola, L. R., Bellin, E., Bennett, A., Björkman, L., Bleich, E., Elkins, Z., Fairfield, T., Gaikwad, N., Greitens, S. C., Hawkesworth, M., Herrera, V., Herrera, Y. M., Johnson, K. S., Karakoç, E., Koivu, K., Kreuzer, M., … Yashar, D. J. (2021). The Qualitative Transparency Deliberations: Insights and Implications. Perspectives on Politics, 19(1), 171–208. https://doi.org/10.1017/S1537592720001164
Jarman, B. (2020). Open Data and sensitive interviews: Reflecting on ethics, consent, and reproducibility. Apollo - University of Cambridge Repository. https://doi.org/10.17863/CAM.62157
Joyce, J. B., & Douglass, T. (2025). Practicalities of qualitative data sharing [Workshop]. Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/nrv9w
Kapiszewski, D., Karcher S., SSRC & Qualitative Data Repository. (n.d.). Managing qualitative social science data [Online course]. Social Science Research Council. https://managing-qualitative-data.org
critique Paper
A dataset without a code book: ethnography and open science
Drawing on research in sexual violence, this paper argues that the ontological and epistemic foundations of open science are often incompatible with ethnographic practice. It identifies three distinct logics of open data—epistemic, political-economic, and regulatory—to demonstrate how standardized data-sharing expectations can conflict with the nature of knowledge production in ethnography.
Korkiakangas, T. (2014). Challenges in archiving and sharing video data: Considering moral, pragmatic, and substantial arguments. Journal of Research Practice, 10(1), Article M3. https://discovery.ucl.ac.uk/id/eprint/10019201/1/Challenges_in_Video_Data_PRE_PRINT.pdf
critique Paper
The challenges of open data sharing for qualitative researchers
This resource critiques the application of universal open science mandates to qualitative research, arguing that sharing full datasets for replication is epistemologically and ethically problematic. It highlights how standardized requirements fail to account for methodological differences and the specific risks involved in de-identifying complex qualitative narratives.
practice/tools Paper
Qualitative Data Sharing: Data Repositories and Academic Libraries as Key Partners in Addressing Challenges
This resource outlines the collaborative roles that data repositories and academic libraries can play in overcoming practical hurdles to qualitative data sharing. It specifically addresses how these institutions can partner with researchers to manage informed consent, de-identification, and data access challenges.
advocacy Paper
Data sharing in qualitative research: opportunities and concerns
The article advocates for the adoption of data sharing within qualitative research paradigms by highlighting its benefits for cumulative science and maximizing participant contributions. It addresses common concerns while articulating how sharing discourages fraud and enables critical scrutiny of qualitative findings.
evidence Paper
Barriers and facilitators to qualitative data sharing in the United States: A survey of qualitative researchers
This study provides empirical evidence on the current state of qualitative data sharing by surveying 425 US-based researchers about their experiences and concerns. It identifies specific barriers, such as a lack of participant permission and concerns over sensitive data, that contribute to the low prevalence of repository-based sharing.
evidence Paper
Research Participant Views regarding Qualitative Data Sharing
This study explores the under-researched area of participant attitudes toward qualitative data sharing through interviews with individuals involved in sensitive research. It highlights that participants value the potential impact of their data but demand strong protections regarding confidentiality and the prevention of data misuse by secondary users.
evidence Paper
Research Participant Views regarding Qualitative Data Sharing
This study explores the under-researched area of participant attitudes toward qualitative data sharing through interviews with individuals involved in sensitive research. It highlights that participants value the potential impact of their data but demand strong protections regarding confidentiality and the prevention of data misuse by secondary users.
Owoyele, B. A., Schilling, M., Sawahn, R., Kaemer, N., Zherebenkov, P., Verma, B., Pouw, W., & de Melo, G. (2025, March). Masking tactics and strategies for deidentifying audio-visual data in qualitative research [Workshop]. Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/apg9w
critique Paper
Reflection over compliance: Critiquing mandatory data sharing policies for qualitative research
This resource critiques the 'Mandatory Inclusion of Raw Data' (MIRD) model, arguing that universal data-sharing mandates fail to account for the unique ethical and epistemological challenges of qualitative research. It provides a series of reflective questions to help researchers in health psychology and related fields navigate these policies while protecting participant confidentiality and methodological integrity.
evidence Paper
When open data closes the door: A critical examination of the past, present and the potential future for open data guidelines in journals
Through a content analysis of 261 journals, this paper provides empirical evidence of the gap between existing open data guidelines and the specific needs of qualitative social psychology. It establishes the current state of journal policies and advocates for more nuanced standards that incorporate long-standing debates regarding the ethics and practicalities of sharing qualitative data.
evidence Paper
Putting open science into practice: A social dilemma?
Drawing on interviews with researchers from diverse academic backgrounds, this study identifies the individual and structural barriers that cause a discrepancy between open science ideals and actual research practices. It frames the challenges of putting open science into practice as a social dilemma, offering a systematic analysis of the obstacles faced by researchers across disciplines.
Tamminen, K. A., Bohaker, H., Bundon, A., Gastaldo, D., Gladstone, B. M., Krmpotich, C., McDonough, M., & Smith, B. (2020). Building and supporting the use of digital research infrastructure among qualitative researchers. International Society of Qualitative Research in Sport and Exercise. https://alliancecan.ca/sites/default/files/2022-03/tamminen-et-al-ndrio-white-paper-qualitative-research.pdf
overview Paper
Promises and pitfalls of data sharing in qualitative research
This resource provides a balanced overview of the advantages and ethical complexities associated with data sharing in qualitative research. It specifically examines the tension between the push for research transparency and the need to protect sensitive information, outlining the unique risks and responsibilities qualitative researchers must manage when sharing their work.
van Ravenzwaaij, D., de Jong, M., Hoekstra, R., Scheibe, S., Span, M. M., Wessel, I., & Heininga, V. E. (2025). De-Identification When Making Data Sets Findable, Accessible, Interoperable, and Reusable (FAIR): Two Worked Examples From the Behavioral and Social Sciences. Advances in Methods and Practices in Psychological Science, 8(2), 25152459251336130.
Whylly, K. E., Karcher, S., & Renbarger, R. (2023, January 25). Data sharing for qualitative research: Webinar and panel. Center for Open Science. https://youtu.be/eWZvmSIfhQY
Yardley SJ, Watts KM, Pearson J, Richardson JC. Ethical Issues in the Reuse of Qualitative Data: Perspectives From Literature, Practice, and Participants. Qualitative Health Research. 2013;24(1):102-113. doi:10.1177/1049732313518373
Philosophical underpinnings of qualitative research 15 / 15

Qualitative researchers tend to approach research from a non-positivist perspective, which affects the kinds of questions qualitative researchers ask, the methodology they use, and the types of conclusions they want to draw. Thus, qualitative researchers have their own way of interacting (or not) with open science practices. These resources will help readers understand how qualitative researchers approach research, and by extension, open science.

Braun, V. & Clarke, V. (2014). Successful qualitative research: A practical guide for beginners. Sage Publications.
practice/tools Paper
Using thematic analysis in psychology
This foundational paper introduces a clear, six-phase framework for conducting thematic analysis, providing researchers with a structured approach to identifying and reporting patterns in qualitative data. It offers actionable guidance on coding and theme development, ensuring methodological rigor and theoretical consistency within psychological research and beyond.
Creswell, J. W., & Poth, C. N. (2017). Qualitative inquiry and research design: Choosing among five approaches. Sage Publications.
Mackenzie, N., & Knipe, S. (2006). Research dilemmas: Paradigms, methods and methodology. Issues in Educational Research, 16(2), 193–205. http://www.iier.org.au/iier16/mackenzie.html
overview Paper
Ready for a paradigm shift? Part 1: Introducing the philosophy of qualitative research
This resource provides an introductory overview of the philosophical foundations of qualitative research, specifically explaining ontology and epistemology to help researchers navigate the paradigm shift from positivism. It serves as a foundational guide for understanding the theoretical underpinnings that differentiate qualitative inquiry from traditional quantitative approaches.
advocacy Paper
Towards a social constructionist, criticalist, Foucauldian-informed qualitative research approach: Opportunities and challenges
This paper proposes a specialized qualitative framework that integrates social constructionism, criticalism, and Foucauldian analysis to capture the nuances of human behavior. It contributes a specific methodological stance designed to help researchers navigate the political and socio-cultural complexities inherent in studying social actions.
Pownall, M., Talbot, C. V., Henschel, A., Lautarescu, A., Lloyd, K. E., Hartmann, H., ... & Siegel, J. A. (2021). Navigating open science as early career feminist researchers. Psychology of Women Quarterly, 45(4), 526-539.
overview Book
The Oxford Handbook of Qualitative Research
This handbook offers a comprehensive survey of qualitative research, blending historical context and ethical foundations with a wide array of methodological practices. It is distinctive for its inclusion of both established techniques and newer approaches, such as arts-based and internet research, making it a versatile reference for researchers across various experience levels.
Kapiszewski, D., & Wood, E. J. (2021). Ethics, Epistemology, and Openness in Research with Human Participants. Perspectives on Politics, 20(3), 948–964. https://doi.org/10.1017/S1537592720004703
Prosser, A., (2025). Unheard, or unspoken? How listening to qualitative researcher voices will shape the future of open research [Video]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Plenary session). Community of Practice for Naturally Occurring Data. https://osf.io/pxcy5
Prosser, A., (2025). Unheard, or unspoken? How listening to qualitative researcher voices will shape the future of open research [Plenary slides]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Plenary session). Community of Practice for Naturally Occurring Data. https://osf.io/vnm7p
Cole, N. L., (2025). Why the Open Science movement needs qualitative researchers. [Video]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Plenary session). Community of Practice for Naturally Occurring Data. https://osf.io/sgbvj
Cole, N. L., (2025). Why the Open Science movement needs qualitative researchers. [Plenary slides]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Plenary session). Community of Practice for Naturally Occurring Data. https://osf.io/sgrhk
advocacy Preprint
Subjectivity is a Feature, not a Flaw: A Call to Unsilence the Human Element in Science
This resource advocates for the recognition of researcher subjectivity as an inherent and valuable component of science rather than a contaminant to be purged. It challenges the traditional myth of the detached scientist and encourages the explicit use of reflexivity to enhance scientific integrity.
critique Preprint
Open With Care! Consent, Context, and Co-production in Open Qualitative Research
This resource responds to scholarly critiques of the Netherlands Code of Conduct for Research Integrity, arguing that the existing code remains a justified and functional framework for ethical practice. It contributes to the broader debate on research ethics by clarifying the purpose and limitations of national integrity policies.
Preregistration and Registered reports 11 / 11

Preregistration and registered reports may be useful for qualitative researchers who are hoping to confirm hypotheses. Preregistration may also be a helpful tool for reflexivity for some qualitative researchers.

Hartman, A., Kern, F. G., & Mellor, D. T. (2018). Preregistration for Qualitative Research Template. Open Science Framework. https://osf.io/j7ghv/
Haven, T., Rosenblatt, F., Pineiro, R., & Kern, F. G. (2020). Qualitative preregistration. [Blog] Center for Open Science. https://www.cos.io/blog/qualitative-preregistration
overview Paper
Preregistering qualitative research
This article explores how the concept of preregistration can be adapted for qualitative research by addressing the tension between data-driven interpretation and a priori planning. It provides a foundational framework for maintaining the inductive flexibility of qualitative work while leveraging preregistration to enhance research transparency and credibility.
evidence Paper
Preregistering Qualitative Research: A Delphi Study
This study presents empirical findings from a Delphi consensus process aimed at determining which components of preregistration templates are most useful for qualitative researchers. It contributes evidence-based recommendations for designing flexible preregistration forms that accommodate the diverse methodological needs of the qualitative community.
Haven, T. L. (2020). OSCG workshop “Preregistration of Qualitative Research” [Video]. YouTube. https://www.youtube.com/watch?v=BNf9totTA_4
Center for Open Science. (n.d.). Registered Reports: Peer review before results are known to align scientific values and practices. https://www.cos.io/initiatives/registered-reports
advocacy Paper
Registered reports for qualitative research
This resource advocates for the adoption of the Registered Reports publishing format within qualitative research to reduce publication bias and increase the visibility of non-quantitative studies. It explores how the model of pre-data collection peer review can be effectively tailored to support the rigor of qualitative research designs.
Kern, Florian & Gleditsch, Kristian. (2017). Exploring Pre-registration and Pre-analysis Plans for Qualitative Inference. 10.13140/RG.2.2.14428.69769.
Silverstein, P., Pennington, C., Branney, P., O’Connor, D., Lawlor, E., O’Brien, E., & Lynott, D. (2024). A registered report survey of open research practices in psychology departments in the UK and Ireland. British Journal of Psychology, 115: 497-534
critique Paper
Rethinking Transparency and Rigor from a Qualitative Open Science Perspective
This paper critiques the quantitative-centric definition of transparency in open science, arguing that current frameworks do not align with the epistemic goals of qualitative research. It proposes a broader perspective that emphasizes researcher reflexivity and contextual data interpretation as essential components of rigor.
Qualitative approaches to open science 30 / 30

This section contains articles that outline what open science can look like from a qualitative approach. These articles also outline several places where there may be tensions between mainstream, quantitatively-focused open science perspectives and those often held by qualitative researchers.

critique Paper
Open Science From a Qualitative, Feminist Perspective: Epistemological Dogmas and a Call for Critical Examination
This article evaluates the alignment between open science frameworks and the priorities of qualitative and feminist research within the field of psychology. It specifically questions whether existing open science dogmas inadvertently marginalize transgressive research methods and calls for a critical examination of how these frameworks impact radical inquiry.
Bochynska, A., et al. (2025). Supporting the adoption of open science practices by qualitative researchers [Plenary slides]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/xdw3m
Bochynska, A., et al. (2025). Supporting the adoption of open science practices by qualitative researchers [Video]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/tv8g6
Bosch, S., (2025). Supporting qualitative open science through institutional policy and infrastructure [Video]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/ajdfb
Bosch, S., (2025) Supporting qualitative open science through institutional policy and infrastructure [Plenary slides]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/ezutr
practice/tools Paper
Towards Open Science for the Qualitative Researcher: From a Positivist to an Open Interpretation
This resource provides a practical reflection on data handling and pseudonymization in qualitative research, detailed through a case study of custom software development. It bridges technical implementation with epistemological inquiry to demonstrate how open research data guidelines can be successfully adapted to qualitative workflows.
overview Paper
Opportunities From the Digital Revolution
This article surveys the evolution of online qualitative research, exploring the opportunities and challenges posed by the digital revolution for data collection and publishing. It specifically examines the methodological implications and emergent requirements of applying open science principles to data captured through digital sources.
advocacy Paper
An Agenda for Open Science in Communication
This paper outlines a seven-point agenda for integrating open science practices into communication research to address the discipline's replication crisis. It advocates for specific shifts in research culture, such as the publication of materials and code, to enhance the transparency and generalizability of communication studies.
critique Paper
Qualitative Research Using Open Tools
This article critiques the imposition of quantitative concepts of rigor onto qualitative social research, arguing that these measures fail to meet the specific needs of qualitative methodology. It proposes an alternative framework for rigor based on ethical and relational values, including attentiveness, empathy, and reflexivity.
advocacy Preprint
Qualitative Open Science – Pain Points and Perspectives
This article addresses common ethical and practical concerns regarding open qualitative data, arguing that these challenges are manageable rather than prohibitive. It provides a framework for researchers to evaluate the cost-benefit balance of sharing qualitative data to encourage broader adoption of open science practices.
critique Preprint
Open With Care! Consent, Context, and Co-production in Open Qualitative Research
This resource responds to scholarly critiques of the Netherlands Code of Conduct for Research Integrity, arguing that the existing code remains a justified and functional framework for ethical practice. It contributes to the broader debate on research ethics by clarifying the purpose and limitations of national integrity policies.
García-Álvarez, E., & López Sintas, J. (2012). Open science, e-science and the new technologies: Challenges and old problems in qualitative research in the social sciences. Intangible Capital, 8(3), 497-519. http://hdl.handle.net/2099/12934
Hocker, J., Schindler, C., & Rittberger, M. (2020). Participatory design for ontologies: a case study of an open science ontology for qualitative coding schemas. Aslib Journal of Information Management, 72(4), 671–685. https://doi.org/10.1108/AJIM-11-2019-0320
Huang, R. (2016). RQDA: R-based qualitative data analysis (Version 0.2-8) [Computer software]. R Project. http://rqda.r-forge.r-project.org/
Humphreys, L., Lewis Jr, N. A., Sender, K., & Won, A. S. (2021). Integrating qualitative methods and open science: Five principles for more trustworthy research. Journal of Communication, 71(5), 855-874.
critique Paper
Open Science and Epistemic Diversity: Friends or Foes?
This work explores how the current implementation of open science may marginalize diverse research traditions by privileging specific inquiry styles over others. It identifies four reference points—such as local specificity and data provenance—to help open science frameworks better accommodate epistemic diversity.
overview Book
Philosophy of Open Science
This resource provides an epistemological overview of the open science movement and its impact on contemporary research. It specifically examines the tension between resource-sharing mandates and epistemic diversity, highlighting how policies can inadvertently disadvantage researchers in resource-poor environments.
advocacy Letter
Response to Sakaluk (2020): Let’s Get Serious About Including Qualitative Researchers in the Open Science Conversation
This response advocates for the active and intentional inclusion of qualitative researchers in the development of open science standards to prevent the marginalization of non-quantitative approaches. It emphasizes that meaningful engagement requires the open science movement to recognize and respect the distinct epistemological and ethical requirements of qualitative inquiry.
overview Paper
Bridging qualitative methods and open research
This piece serves as an introductory guide for researchers looking to reconcile qualitative methodologies with the core principles of the open research movement. It explores how open science concepts can be translated into qualitative contexts while addressing the specific methodological and ethical challenges inherent to the field.
Pownall, M. (2025). Incorporating open science into qualitative methods teaching [Workshop]. Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/rfyju
critique Editorial
Editorial Essay: The Tumult over Transparency: Decoupling Transparency from Replication in Establishing Trustworthy Qualitative Research
This editorial warns against the uncritical transfer of transparency and replication standards from psychology to qualitative management research. It argues for decoupling transparency from replication, suggesting that while transparency is necessary for trust, replication is often a poor fit for qualitative research goals.
practice/tools Paper
Quantity Over Quality? Reproducible Psychological Science from a Mixed Methods Perspective
This resource provides actionable guidance on implementing reproducibility standards within mixed methods research, a sub-field often overlooked by quantitative-centric open science guidelines. It draws on the authors' experience to clarify how researchers can maintain transparency and rigor when integrating qualitative and quantitative data in psychology.
Schindler, C., Veja, C., Hocker, J., Kminek, H., & Meier, M. (2020). Collaborative open analysis in a qualitative research environment. Education for Information, 36(3), 247–261. https://doi.org/10.3233/EFI-190261
Smith, B., & McGannon, K. R. (2017). Developing rigor in qualitative research: problems and opportunities within sport and exercise psychology. International Review of Sport and Exercise Psychology, 11(1), 101–121. https://doi.org/10.1080/1750984X.2017.1317357
Steinhardt, I. (2020). Learning Open Science by doing Open Science. A reflection of a qualitative research project-based seminar. Education for Information, 36(3), 263–279. https://doi.org/10.3233/EFI-190308
critique Paper
Rethinking Transparency and Rigor from a Qualitative Open Science Perspective
This paper critiques the quantitative-centric definition of transparency in open science, arguing that current frameworks do not align with the epistemic goals of qualitative research. It proposes a broader perspective that emphasizes researcher reflexivity and contextual data interpretation as essential components of rigor.
overview Paper
Open Science in Qualitative Evaluation: Considerations and Opportunities
This resource explores the intersection between open science principles and the specific methodology of qualitative evaluation, identifying shared goals of transparency and rigor. It outlines how evaluators can adapt practices like data and process sharing to be compatible with qualitative epistemologies.
Tamminen, A. Bundon, B. Smith, M. H. McDonough, Z. A. Poucher & M. Atkinson (2021) Considerations for making informed choices about engaging in open qualitative research, Qualitative Research in Sport, Exercise and Health, 13:5, 864-886, DOI: 10.1080/2159676X.2021.1901138
overview Paper
Open science in sport and exercise psychology: Review of current approaches and considerations for qualitative inquiry
This paper reviews the current state of open science practices within the field of sport and exercise psychology, specifically focusing on how these mandates impact qualitative inquiry. It highlights the challenges qualitative researchers face when navigating quantitative-centric requirements like preregistration and data sharing.
van Burgsteden, L. (2025). Building qualitative open science communities: Challenges and opportunities [Workshop]. Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data https://osf.io/s7p9m
Reflexivity and positionality 31 / 31

Reflexivity is an important practice within qualitative methods, and the critical examination of one’s position within a research study can lend itself to increased contextualization of and transparency in reporting.

critique Paper
Experimenter as automaton; experimenter as human: exploring the position of the researcher in scientific research
This paper critiques the push for mechanical objectivity in scientific research, which often associates researcher subjectivity with low quality. It argues for the importance of reflexivity in both quantitative and qualitative traditions to better account for the researcher's position in the production of knowledge.
advocacy Preprint
Subjectivity is a Feature, not a Flaw: A Call to Unsilence the Human Element in Science
This resource advocates for the recognition of researcher subjectivity as an inherent and valuable component of science rather than a contaminant to be purged. It challenges the traditional myth of the detached scientist and encourages the explicit use of reflexivity to enhance scientific integrity.
critique Preprint
Open With Care! Consent, Context, and Co-production in Open Qualitative Research
This resource responds to scholarly critiques of the Netherlands Code of Conduct for Research Integrity, arguing that the existing code remains a justified and functional framework for ethical practice. It contributes to the broader debate on research ethics by clarifying the purpose and limitations of national integrity policies.
teaching/training Paper
Challenges of Critical Reflection: ‘Nothing Ventured, Nothing Gained’
This paper provides pedagogical reflections on the challenges and risks involved in teaching critical reflection to social work and health professionals. It examines how these cultural challenges can be managed by educators to turn potential resistance into productive learning opportunities.
evidence Paper
From understanding to insight: using reflexivity to promote students’ learning of qualitative research
This study provides empirical evidence on how students develop reflexive skills by analyzing journals from a qualitative research course. It identifies three distinct dimensions of reflexivity that facilitate the transition from theoretical understanding to deep, insightful learning.
overview Paper
Ethics, Reflexivity, and “Ethically Important Moments” in Research
This article distinguishes between "procedural ethics" and "ethics in practice," offering a conceptual framework for navigating unpredictable ethical moments that occur during the research process. It highlights reflexivity as a crucial bridge between formal institutional requirements and the daily realities of interacting with research participants.
practice/tools Paper
In search of a critical stance: Applying qualitative research practices for critical quantitative research in psychology
This paper describes how qualitative practices like memoing and positionality documentation can be applied to quantitative psychology to align the work with critical epistemological stances. It offers practical guidance for researchers to archive their decision-making processes and acknowledge their subjective influence on data interpretation.
practice/tools Paper
Reflexivity in quantitative research: A rationale and beginner's guide
This resource serves as a primer for quantitative researchers to integrate reflexivity into their workflow, explaining its importance for rigor while providing actionable steps for beginners. It bridges a traditional methodological gap by adapting self-reflection techniques for use in quantitative research designs.
overview Paper
Doing reflexivity in psychological research: What’s the point? What’s the practice?
This article provides an introductory guide to reflexivity within psychology, clarifying its definition and practical application for researchers new to qualitative methods. It distinguishes reflexive activity from other critical thinking practices and offers a framework based on perspectival location to improve the transparency of the research process.
teaching/training Paper
Embracing the Spiral
This resource reflects on a collaborative pedagogical process where graduate students and their supervisor developed the "reflexivity spiral" framework to interrogate their social locations. It illustrates how personal backgrounds and sociopolitical contexts dynamically shape research motivations and methodologies across various critical research traditions.
Pham, J., Perry-Wilson, T., Holmes, K., Schroeder, G., Reyes, A., & Pollok, M. (2025). The power of decolonizing research practices. The Professional Counselor, 15(1). https://tpcjournal.nbcc.org/the-power-of-decolonizing-research-practices
practice/tools Paper
Shedding the cloak of neutrality: A guide for reflexive practices to make the sciences more inclusive and just
This resource provides a practical guide for environmental scientists to implement reflexive practices, aimed at acknowledging how their personal positionality and social context influence knowledge production. It offers specific strategies for researchers to challenge the assumption of scientific neutrality and address epistemic oppression within their field.
practice/tools Paper
Ethical dilemmas and reflexivity in qualitative research
This resource provides actionable insights into the practice of reflexivity by sharing and debating the ethical challenges encountered during qualitative research projects. It offers a model for how researchers can navigate difficult decision-making moments and maintain ethical integrity through constant, critical self-reflection.
critique Paper
Experimenter as automaton; experimenter as human: exploring the position of the researcher in scientific research
This paper critiques the push for mechanical objectivity in scientific research, which often associates researcher subjectivity with low quality. It argues for the importance of reflexivity in both quantitative and qualitative traditions to better account for the researcher's position in the production of knowledge.
advocacy Preprint
Subjectivity is a Feature, not a Flaw: A Call to Unsilence the Human Element in Science
This resource advocates for the recognition of researcher subjectivity as an inherent and valuable component of science rather than a contaminant to be purged. It challenges the traditional myth of the detached scientist and encourages the explicit use of reflexivity to enhance scientific integrity.
critique Preprint
Open With Care! Consent, Context, and Co-production in Open Qualitative Research
This resource responds to scholarly critiques of the Netherlands Code of Conduct for Research Integrity, arguing that the existing code remains a justified and functional framework for ethical practice. It contributes to the broader debate on research ethics by clarifying the purpose and limitations of national integrity policies.
teaching/training Paper
Challenges of Critical Reflection: ‘Nothing Ventured, Nothing Gained’
This paper provides pedagogical reflections on the challenges and risks involved in teaching critical reflection to social work and health professionals. It examines how these cultural challenges can be managed by educators to turn potential resistance into productive learning opportunities.
evidence Paper
From understanding to insight: using reflexivity to promote students’ learning of qualitative research
This study provides empirical evidence on how students develop reflexive skills by analyzing journals from a qualitative research course. It identifies three distinct dimensions of reflexivity that facilitate the transition from theoretical understanding to deep, insightful learning.
overview Paper
Ethics, Reflexivity, and “Ethically Important Moments” in Research
This article distinguishes between "procedural ethics" and "ethics in practice," offering a conceptual framework for navigating unpredictable ethical moments that occur during the research process. It highlights reflexivity as a crucial bridge between formal institutional requirements and the daily realities of interacting with research participants.
practice/tools Paper
In search of a critical stance: Applying qualitative research practices for critical quantitative research in psychology
This paper describes how qualitative practices like memoing and positionality documentation can be applied to quantitative psychology to align the work with critical epistemological stances. It offers practical guidance for researchers to archive their decision-making processes and acknowledge their subjective influence on data interpretation.
practice/tools Paper
Social Identity Map: A Reflexivity Tool for Practicing Explicit Positionality in Critical Qualitative Research
The authors introduce the Social Identity Map as a visual tool to help qualitative researchers systematically identify and reflect on their specific social locations. This resource provides a structured method for translating the abstract concept of positionality into a tangible practice that informs data collection and analysis.
practice/tools Paper
Reflexivity in quantitative research: A rationale and beginner's guide
This resource serves as a primer for quantitative researchers to integrate reflexivity into their workflow, explaining its importance for rigor while providing actionable steps for beginners. It bridges a traditional methodological gap by adapting self-reflection techniques for use in quantitative research designs.
Kapiszewski, D., & Wood, E. J. (2021). Ethics, Epistemology, and Openness in Research with Human Participants. Perspectives on Politics, 20(3), 948–964. https://doi.org/10.1017/S1537592720004703
overview Paper
Doing reflexivity in psychological research: What’s the point? What’s the practice?
This article provides an introductory guide to reflexivity within psychology, clarifying its definition and practical application for researchers new to qualitative methods. It distinguishes reflexive activity from other critical thinking practices and offers a framework based on perspectival location to improve the transparency of the research process.
teaching/training Paper
Embracing the Spiral
This resource reflects on a collaborative pedagogical process where graduate students and their supervisor developed the "reflexivity spiral" framework to interrogate their social locations. It illustrates how personal backgrounds and sociopolitical contexts dynamically shape research motivations and methodologies across various critical research traditions.
policies Paper
POSITIONALITY STATEMENTS ARE JUST THE TIP OF THE ICEBERG: MOVING TOWARDS A REFLEXIVE PROCESS
This editorial presents and clarifies the Journal of Women and Minorities in Science and Engineering’s policy requiring positionality statements for all published research. It emphasizes that these statements are a necessary step toward a deeper reflexive process within STEM education, rather than a mere administrative requirement.
Pham, J., Perry-Wilson, T., Holmes, K., Schroeder, G., Reyes, A., & Pollok, M. (2025). The power of decolonizing research practices. The Professional Counselor, 15(1). https://tpcjournal.nbcc.org/the-power-of-decolonizing-research-practices
Prosser, A., (2025). Unheard, or unspoken? How listening to qualitative researcher voices will shape the future of open research [Plenary slides]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Plenary session). Community of Practice for Naturally Occurring Data. https://osf.io/vnm7p
Prosser, A., (2025). Unheard, or unspoken? How listening to qualitative researcher voices will shape the future of open research [Video]. In Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Plenary session). Community of Practice for Naturally Occurring Data. https://osf.io/pxcy5
practice/tools Paper
Ethical dilemmas and reflexivity in qualitative research
This resource provides actionable insights into the practice of reflexivity by sharing and debating the ethical challenges encountered during qualitative research projects. It offers a model for how researchers can navigate difficult decision-making moments and maintain ethical integrity through constant, critical self-reflection.
critique Paper
Rethinking Transparency and Rigor from a Qualitative Open Science Perspective
This paper critiques the quantitative-centric definition of transparency in open science, arguing that current frameworks do not align with the epistemic goals of qualitative research. It proposes a broader perspective that emphasizes researcher reflexivity and contextual data interpretation as essential components of rigor.
Replication research 7 / 7

Replication is a somewhat controversial topic within qualitative circles. Some researchers (e.g., Makel et al., 2022) argue that replication is useful for supporting transparency and intentionality, examining transferability of findings, and evaluating connections between reflexivity and research findings. Other researchers (e.g., Pownall, 2022) argue that before someone engages in replication of qualitative studies, they should critically examine how, why, and when it would make sense to do so, given differences in epistemologies and ontologies among qualitative researchers.

evidence Paper
The (Non)Academic Community Forming around Replications: Mapping the International Open Science space via its Replication Initiatives
This study maps the international landscape of replication initiatives to illustrate how the movement has evolved into a transdisciplinary community. It provides evidence of the diverse stakeholders involved, including non-academic actors and commercial publishers, showing how replication concerns have expanded beyond specific scientific fields.
overview Preprint
Reproducibility and replicability of qualitative research: an integrative review of concepts, barriers and enablers
This integrative review synthesizes diverse literature to clarify how the concepts of reproducibility and replicability are conceptualized within the specific context of qualitative research. It maps out the unique methodological barriers and enablers relevant to qualitative practitioners, providing a foundation for adapting open science principles to non-quantitative paradigms.
advocacy Paper
Replication is relevant to qualitative research
This paper argues for the relevance and value of replication within qualitative research, suggesting it can address issues of transparency and transferability. It seeks to promote the adoption of replication as a fundamental building block of scholarship even in methodologies where it has traditionally been ignored.
critique Preprint
Is replication possible for qualitative research?
This article challenges the push for replication in qualitative research by identifying fundamental philosophical and methodological incompatibilities. It argues that applying replication standards to qualitative inquiry may overlook essential differences in how knowledge is constructed in those fields.
critique Paper
Is replication <i>possible</i> in qualitative research? A response to Makel et al. (2022)
Serving as a direct rebuttal to advocacy pieces, this response highlights three core areas where the logic of replication conflicts with the goals of qualitative research. It provides a critical perspective on how open research practices developed for quantitative work may not be appropriate for educational or qualitative methodologies.
critique Editorial
Editorial Essay: The Tumult over Transparency: Decoupling Transparency from Replication in Establishing Trustworthy Qualitative Research
This editorial warns against the uncritical transfer of transparency and replication standards from psychology to qualitative management research. It argues for decoupling transparency from replication, suggesting that while transparency is necessary for trust, replication is often a poor fit for qualitative research goals.
critique Paper
Rethinking Transparency and Rigor from a Qualitative Open Science Perspective
This paper critiques the quantitative-centric definition of transparency in open science, arguing that current frameworks do not align with the epistemic goals of qualitative research. It proposes a broader perspective that emphasizes researcher reflexivity and contextual data interpretation as essential components of rigor.
Secondary data analysis 5 / 5

Secondary data analysis of quantitative methods is now prevalent and encouraged across disciplines in order to reduce costs of data collection, whereas the practice for qualitative data has been fraught with controversy that leads to concerns regarding methodological and ethical dilemmas (e.g. identity of the individual). However, depending on the positionality of the individual, it leads to more nuanced meanings that can ensure researchers can learn from one another. This section outlines some of the issues in secondary data analysis and recommendations to address these challenges.

teaching/training Paper
Using archived qualitative data for teaching: practical and ethical considerations
This resource provides practical and ethical guidance for using archived qualitative datasets specifically as pedagogical tools in the classroom. It details necessary infrastructure, the procurement of customized teaching materials, and the symmetrical ethical responsibilities shared by researchers and educators when reusing data.
Bishop, L. (2014). Re-using qualitative data: A little evidence, on-going issues and modest reflections. Studia Socjologiczne. 3. 167-176.
overview Paper
Getting the most from archived qualitative data: epistemological, practical and professional obstacles
This resource surveys the landscape of qualitative secondary analysis, identifying the specific epistemological, professional, and practical hurdles that hinder its wider adoption. It examines the evolving status of qualitative research and the barriers researchers face when attempting to maximize the utility of archived data.
practice/tools Paper
Secondary analysis of qualitative data: a valuable method for exploring sensitive issues with an elusive population?
This publication provides a procedural demonstration of how to conduct secondary analysis on qualitative datasets, focusing on the often-undocumented 'how-to' of the research process. It specifically illustrates the value of this methodology for exploring sensitive issues and reaching elusive populations by repurposing existing longitudinal transcripts.
evidence Paper
Conducting secondary analysis of qualitative data: Should we, can we, and how?
This critical interpretive synthesis analyzes 71 published articles to provide empirical evidence on the current state and methodologies of qualitative secondary data analysis. It systematically maps how researchers navigate methodological and ethical concerns, offering a data-driven look at the prevalence and execution of these practices across disciplines.
Standards and guidelines for rigorous qualitative research 20 / 20
Learn about different standards for reporting qualitative research processes and results. It may be helpful to first read Clarke’s (2022) piece on whether generic reporting standards are helpful in the first place.
practice/tools Paper
One size fits all? What counts as quality practice in (reflexive) thematic analysis?
This resource identifies and critiques common misconceptions and misapplications of reflexive thematic analysis in published literature, specifically challenging the use of universal 'coding reliability' metrics. It offers clear guidance on what constitutes high-quality, paradigmatically consistent practice within this specific qualitative framework.
practice/tools Paper
Navigating the messy swamp of qualitative research: Are generic reporting standards the answer?A review essay of the book Reporting Qualitative Research in Psychology: How to Meet APA Style Journal Article Reporting Standards, Revised Edition, by Heidi M. Levitt, Washington, DC, American Psychological Association, 2020, 173pp., $29.99 (paperback), ISBN: 978-1-4338-3343-4
This article identifies and corrects ten common pitfalls in published reflexive thematic analysis research to clarify what constitutes high-quality practice. It specifically challenges the application of quantitative-style metrics like inter-rater reliability, arguing for quality standards that align with the qualitative and reflexive nature of the method.
critique Paper
Determining Validity in Qualitative Inquiry
This review essay evaluates the American Psychological Association’s reporting standards for qualitative research in psychology. It critiques the utility of standardized, generic templates in a diverse methodological field, questioning whether such standards can accommodate the inherent complexity and messiness of qualitative inquiry.
practice/tools Paper
Qualitative Research and the Question of Rigor
This resource provides a framework for selecting qualitative validity procedures by cross-referencing a researcher's philosophical lens with their adopted paradigm. It details nine specific strategies—such as triangulation, member checking, and thick description—to help researchers ensure and demonstrate the rigor of their findings.
critique Paper
Qualitative Research Using Open Tools
This article critiques the imposition of quantitative concepts of rigor onto qualitative social research, arguing that these measures fail to meet the specific needs of qualitative methodology. It proposes an alternative framework for rigor based on ethical and relational values, including attentiveness, empathy, and reflexivity.
practice/tools Preprint
A Transparency Checklist for Qualitative Research
This resource introduces and compares open-source software tools for qualitative data analysis, specifically the 'qcoder' R package and 'Taguette' application. It discusses how free and extensible tools can improve equity in research and outlines the benefits of adopting open-source workflows to increase the transparency of qualitative inquiry.
Huang, R. (2016). RQDA: R-based qualitative data analysis (Version 0.2-8) [Computer software]. R Project. http://rqda.r-forge.r-project.org/
overview Paper
A Review of the Quality Indicators of Rigor in Qualitative Research
This resource synthesizes key indicators of rigor and quality specifically tailored for qualitative research within the health professions education field. It maps out best practices across the entire research process—from question formulation to final reporting—to minimize researcher bias and enhance the overall trustworthiness of findings.
overview Paper
Journal article reporting standards for qualitative primary, qualitative meta-analytic, and mixed methods research in psychology: The APA Publications and Communications Board task force report.
This resource provides a review of rigor attributes and best practices for qualitative research design specifically within the context of health professions education. It outlines how a strong conceptual framework and iterative data analysis can minimize bias and enhance the trustworthiness of qualitative findings.
Levitt, H. M. (2020). Reporting qualitative research in psychology: How to meet APA style journal article reporting standards. American Psychological Association.
overview Paper
But is it rigorous? Trustworthiness and authenticity in naturalistic evaluation
This resource introduces foundational criteria for rigor in naturalistic inquiry, specifically proposing the concepts of trustworthiness and authenticity as alternatives to traditional quantitative standards. It provides a conceptual framework that allows qualitative researchers to demonstrate the quality and integrity of their work while remaining consistent with the paradigm’s unique assumptions.
Malterud, K. (2001). Qualitative research: standards, challenges, and guidelines. The Lancet, 358(9280), 483–488. https://doi.org/10.1016/S0140-6736(01)05627-6
overview Paper
Establishing methodological rigour in international qualitative nursing research: a case study from Ghana
This resource surveys the fundamental standards and common challenges inherent in conducting high-quality qualitative research across various fields. It provides general guidelines to help researchers navigate the complexities of qualitative methodology while maintaining rigor and transparency.
Schindler, C., Veja, C., Hocker, J., Kminek, H., & Meier, M. (2020). Collaborative open analysis in a qualitative research environment. Education for Information, 36(3), 247–261. https://doi.org/10.3233/EFI-190261
teaching/training Editorial
Enhancing the quality and transparency of qualitative research methods in health psychology
This resource introduces a digital research environment built on Semantic MediaWiki designed to facilitate collaborative analysis using the method of objective hermeneutics. It specifically explores how this platform enhances transparency and supports student learning within research-based university seminars.
Tamminen, K. A., Bundon, A., Smith, B., McDonough, M. H., Poucher, Z. A., & Atkinson, M. (2021). Considerations for making informed choices about engaging in open qualitative research. Qualitative Research in Sport, Exercise and Health, 13(5), 864–886. https://doi.org/10.1080/2159676X.2021.1901138
Kapiszewski, D., Karcher S., SSRC & Qualitative Data Repository. (n.d.). Managing qualitative social science data [Online course]. Social Science Research Council. https://managing-qualitative-data.org
Groot-Sluijsmans, B., & van Acht, F. (2025). Qualitative participatory research and citizen science: A workshop on quality and ethics of community-based collaborations in research practice [Workshop]. Qualitative Open Science: Challenges, Opportunities, Tensions, and Synergies (Symposium). Community of Practice for Naturally Occurring Data. https://osf.io/xbqm3
practice/tools Paper
Valid replications require valid methods: Recommendations for best methodological practices with lab experiments.
This resource provides actionable methodological recommendations for conducting lab experiments to ensure they serve as a solid foundation for valid replications. It highlights specific practices in experimental design and implementation that are essential for producing reliable and reproducible findings.
Transparency in qualitative research 10 / 10

Transparency in qualitative research tends to focus not only on transparency towards other researchers and/or funders, but also the communities with which they work. Rather than focusing on transparency insofar as it leads to reproducibility, qualitative researchers tend to focus on transparency insofar as it allows readers to understand the context under which research was done and allow them to come to their own conclusions about the extent to which research findings are logical, reliable, and generalizable.

practice/tools Paper
Integrating Qualitative Methods and Open Science: Five Principles for More Trustworthy Research*
This article provides specific recommendations for improving the methodological rigor of laboratory experiments to ensure they are robust enough for valid replication. It argues that the success of the open science movement depends not only on statistical transparency but also on the fundamental validity of the experimental methods employed.
Jacobs, A. M., Büthe, T., Arjona, A., Arriola, L. R., Bellin, E., Bennett, A., Björkman, L., Bleich, E., Elkins, Z., Fairfield, T., Gaikwad, N., Greitens, S. C., Hawkesworth, M., Herrera, V., Herrera, Y. M., Johnson, K. S., Karakoç, E., Koivu, K., Kreuzer, M., … Yashar, D. J. (2021). The Qualitative Transparency Deliberations: Insights and Implications. Perspectives on Politics, 19(1), 171–208. https://doi.org/10.1017/S1537592720001164
Kapiszewski, D., & Karcher, S. (2020). Transparency in Practice in Qualitative Research. PS: Political Science & Politics, 54(2), 285–291. https://doi.org/10.1017/S1049096520000955
Kapiszewski, D., & Wood, E. J. (2021). Ethics, Epistemology, and Openness in Research with Human Participants. Perspectives on Politics, 20(3), 948–964. https://doi.org/10.1017/S1537592720004703
overview Book
Denzin, Norman
This resource offers an integrated account of how a researcher’s ethical obligations and epistemological commitments should shape their approach to research openness. It argues for a flexible understanding of transparency in political science that accounts for different ways of knowing and the specificities of research with human participants.
Prosser, A. M., Brown, O., Augustine, G., & Ellis, D. (2024). It’s time to join the conversation: Visions of the future for qualitative transparency and openness in management and organisation studies. SocArXiv. https://osf.io/preprints/socarxiv/ntf73
Schindler, C., Veja, C., Hocker, J., Kminek, H., & Meier, M. (2020). Collaborative open analysis in a qualitative research environment. Education for Information, 36(3), 247–261. https://doi.org/10.3233/EFI-190261
teaching/training Editorial
Enhancing the quality and transparency of qualitative research methods in health psychology
This resource introduces a digital research environment built on Semantic MediaWiki designed to facilitate collaborative analysis using the method of objective hermeneutics. It specifically explores how this platform enhances transparency and supports student learning within research-based university seminars.
Stahl, N. A., & King, J. R. (2020). Expanding approaches for research: Understanding and using trustworthiness in qualitative research. Journal of Developmental Education, 44(1), 26–28. https://files.eric.ed.gov/fulltext/EJ1320570.pdf
critique Paper
Rethinking Transparency and Rigor from a Qualitative Open Science Perspective
This paper critiques the quantitative-centric definition of transparency in open science, arguing that current frameworks do not align with the epistemic goals of qualitative research. It proposes a broader perspective that emphasizes researcher reflexivity and contextual data interpretation as essential components of rigor.
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