Masters of None? How Cultural Workers Use Reframing to Achieve Legitimacy in Portfolio Careers
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
This article examines how cultural workers interpret and respond to reputational challenges they encounter when leading portfolio careers. Specifically, the portfolio career model involves the cultivation and signalling of adaptability through broad competencies and diverse portfolios comprised of boundary-spanning work. These practices conflict with standards of artistic legitimacy and highlight specialist-generalist tensions, since they can make workers appear to be ‘jacks of all trades, masters of none’ – unskilled, opportunistic dabblers, lacking expertise and artistic integrity. The article draws on 56 interviews with cultural producers working as filmmakers, fashion designers and musicians. Findings show how workers engage in ‘reframing’ to reinterpret the symbolic meanings attached to their behaviours and, in the process, carve out new positions and standards for legitimacy within their fields. Reframing is structured by field and labour market conditions, but also represents the possibility of change as a form of culture in action.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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