Project Management Practice, Generic or Contextual: A Reality Check
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
The purpose of this research is to contribute to a better understanding of project management practice by investigating the use of project management tools and techniques and the levels of support provided by organizations for their use. The study examines both general levels of use and variations among project types and contexts. Many aspects of project management practice are common to most projects in most contexts, while others vary significantly among different types of projects and among projects in different contexts. The purpose of this paper is to present empirical results that show both the common elements and the significant variations. The paper is based on a survey of 750 project management practitioners. The use of tools and techniques is seen here as an indicator of the realities of practice. The study found some aspects of practice to be common across all types of projects and all contexts, but on this background of similar patterns of practice, several statistically signifi-cant differences have also been identified. The primary focus of this paper is on these variations in practice.
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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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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