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On qualitizing revisited
1Department of Educational Leadership and Management, University of Johannesburg, Johannesburg, South Africa.
Frontiers in Psychology
|July 31, 2026
Summary
Qualitizing, the transformation of quantitative data into qualitative form, is reconceptualized as a meaning-centered, integrative process. This enhanced understanding moves beyond simple data conversion to embrace interpretive synthesis for richer research insights.
Area of Science:
- Mixed Methods Research
- Qualitative Data Analysis
- Research Methodology
Background:
- The initial definition of qualitizing, converting quantitative data to qualitative form, offered a valuable contribution to mixed methods research.
- However, this original definition presented a reductionist perspective, neglecting the interpretive and integrative aspects of the process.
- This work builds upon existing meta-frameworks to address these limitations and expand the conceptualization of qualitizing.
Purpose of the Study:
- To reconceptualize qualitizing as a recursive, meaning-centered, and meta-integrative process.
- To reframe qualitizing not as mechanical data conversion but as a meta-transformative process of interpretive synthesis.
- To introduce a novel framework for operationalizing this expanded understanding of qualitizing.
Main Methods:
- Reconceptualization of qualitizing grounded in Critical Dialectical Pluralism (CDP) 2.0.
- Introduction of a 43-profile Narrative Profiling Taxonomy for transforming diverse data types into interpretive narratives.
- Integration of arts-based extensions to highlight analytic, affective, and creative dimensions of research integration.
Main Results:
- Qualitizing is redefined as a multidimensional system of meaning-making, emphasizing interpretive synthesis over data conversion.
- The Narrative Profiling Taxonomy operationalizes the transformation of quantitative, qualitative, or mixed data into integrated interpretive narratives.
- This approach facilitates meta-inferences that transcend traditional analytic boundaries by humanizing numerical structures through narrative representation.
Conclusions:
- Qualitizing is advanced as a foundational methodological and philosophical basis for research integration.
- The reconceptualized approach transforms data into meaning-centered understanding through integrative and interpretive processes.
- This revised perspective enriches mixed methods research by embracing the full potential of data synthesis and interpretation.
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