Toward a Critical HRD in Theory and Practice
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
Drawing from critical management studies and critical pedagogy, this article proposes principles and practices to support the emerging critical human resource development (HRD) field as one stream among existing theories and practice of HRD. A critical HRD would challenge the subjugation of human knowledge, skills, and relationships to organizational or shareholder gain and focus on transforming workplaces and HRD practice toward justice, fairness, and equity. Because both HRD practices and critical perspectives themselves are so diverse, a critical HRD must be formulated in sufficiently broad terms to encourage a variety of conceptual developments including discursive, gendered, materialist, and anti-racist lines of analysis. Theoretical dilemmas of a critical HRD are discussed, such as ideological contradictions between the radical orientation of critical theory and the managerialist or performative frames to which much HRD practice is accountable. Possible configurations of a critical HRD are described, as these might play out in contexts of HRD practice.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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