Thinking about careers: reflexivity as bounded by previous, ongoing, and imagined experience
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
Many social scientific studies have shown the positive effects of self-awareness and reflexivity in shaping individuals’ career paths. However, using life- and work-history interviews conducted with salespersons in Toronto, Canada, I find that high levels of self-awareness – as demonstrated by active deliberation over one’s career – has both positive and negative results in terms of career outcomes. Respondents whose careers initially progressed as they expected tended to benefit from reflexively managing their careers. However, the benefits of reflexivity were mixed for respondents whose careers did not begin as planned. This group of respondents sometimes benefited from thinking about alternatives; but also, sometimes, cast themselves outside of careers that they deemed to be ‘normal’. Observing the way that some respondents formed new career plans based on unmet expectations, and began to pursue those emergent plans, I argue that scholarly uses of reflexivity should incorporate its function as a potential career trajectory anchor.
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| 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