Project studies integrated into the working processes of companies
Bibliographic record
Abstract
This article describes and evaluates the concept of project studies in the part-time master's degree course "Professional IT-Business" at the HTW Berlin. The concept contains several elements which are intended to enable and support work process-integrated learning, or learning in real work processes and projects in companies. The concept presents as an innovative solution for competence development through project-oriented, work process-integrated forms of teaching and learning in cooperation between the university and companies. To evaluate the effectiveness of the concept of work-process-integrated project study, a survey among 31 students was carried out concurrently testing eight hypotheses. The descriptive analysis of the survey results allowed conclusions on the potential for change and improvement of the didactic concept underlying the project study. In addition to the description of the methodology and the results obtained, conclusions were drawn from the evaluations as well as perspectives on future applications of the work-process-integrated project study.
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How this classification was reachedexpand
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 | 0.002 |
| 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 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".