Reforming China's State-owned Enterprises: From Structure to People
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 The Chinese Communist Party has recently unveiled its new agenda for state-owned enterprise (SOE) reform. Most attention to date has focused on structural reform through the so-called “mixed ownership” policy. This article is to direct attention to a critically important yet much less analysed item on the SOE reform agenda: the professionalization of the SOE executive personnel. This article provides an empirical study on the managerial elite of China's financial and non-financial SOEs. The findings suggest a politically constrained management approach in the Chinese state-owned sector. Moreover, an innovative analysis of the SOE executive career patterns reveals that the state-controlled banks and industrial SOEs employ divergent human resource management methods. The anatomy of the SOE managerial elite in this article provides a timely evaluation of the recent SOE reform policy and a richer understanding of China's state-owned sector from a comparative capitalism perspective.
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 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 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