Crisis as opportunity: legal career paths at two historical turning points in Hong Kong
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
Abstract This article investigates the career trajectories of Hong Kong solicitors during two historical turning points, specifically 1994–1997 and 2018–2021, when hundreds of lawyers left private practice to pursue alternative career options such as business and finance, government and politics, or relocation to other countries. Data are sourced from the career mobility records of law firm partners reported in 336 monthly issues of the Hong Kong Lawyer journal between 1994 and 2021, as well as other relevant archival sources. The research examines the underlying forces that led these law firm partners to abandon their high-status positions and pursue alternative career paths during these pivotal moments in Hong Kong’s history. The findings suggest that the career trajectories of these elite professionals are not solely based on individual choices but are also shaped by their social origins and the physical and social spaces that influence their careers over time. This study contributes original insights into the complex interplay between individual, spatial and temporal factors that drive career mobility among legal professionals.
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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 | 0.001 | 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