A Mixed Research Synthesis of Literature on Teaching Qualitative Research Methods
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article surveys the literature from 1999 to 2013 on teaching qualitative research methods. One hundred thirteen articles fitted the inclusion criteria; 79 of these were by academics in the United States and Canada. Only 39 of the 113 were based on empirical research: from these, seven descriptive themes were distilled, of which the dominant ones are experiential learning and practice-based materials and workshops. The literature portrayed teaching qualitative research as providing experiential and practice-based learning opportunities for students that revealed its desirable pedagogical features. It further reported that when students engaged in learning experiences, they underwent paradigm shifts about qualitative research as well as personal transformations. Our study confirmed that there is a lack of a research-based approach to teaching qualitative methods and we recommend that more be done to contribute to its pedagogical culture particularly concerning methods used to evaluate instruction, innovative instructional methods, and approaches to assessment.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.350 | 0.125 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it