From Graphic Designer to Agent of Change: Role Transition through the Approach of Entrepreneurial Education
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
OVERVIEWPedagogical inertia has been prevalent in graphic design education by focusing mainly on the technical and intuitive aspects of the profession. This pedagogical unbalance has been anchoring practitioners as technicians, rather than empowering them to become citizen designers. Entrepreneurship, as a pedagogical method, can offer alternative approaches for improving teaching and learning in the field of design. Enterprise education has the potential to help students develop a set of skills to transition into a new role and be better able to face the social and environmental issues of the twentieth-first century. In this doctoral research project, existing teaching models that foster students’ entrepreneurial spirit are distilled through observation and interviews with the different stakeholders in the design education ecosystem. This research proposes a relevant and coherent approach to entrepreneurial education to improve graphic design education.
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 | 0.000 | 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) | 0.001 | 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