Project management for academic research projects: balancing structure and flexibility
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
Academic research faces new methods of knowledge production that trigger a need for managing research by projects. However, the literature reports friction between management and research. In this study, we investigate whether and to what extent academic research projects can be managed using classical project management (PM) principles. An analysis of managerial facts from interviews with ten university researchers indicates that research projects are PM-compatible considering certain structural similarities and a cultural acceptance of PM value. However, the human factors and uncertainties inherent in research are not addressed by classical PM. A grounded analysis allows for modelling a PM perspective that integrates soft and hard contingent aspects equally by combining structured and flexible approaches adapted to managing projects of an exploratory, uncertain and complex nature. We thus developed a prescriptive framework for facilitating PM implementation in academic research at the institutional, organisational and operational levels.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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