The Governance Role of Minority State Ownership in Non‐state‐owned Enterprises: Evidence from Corporate Fraud in China
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 study attempts to shed new light on how the state as a minority shareholder benefits stakeholders, by investigating its role in deterring corporate fraud in non‐state‐owned enterprises (non‐SOEs). Through an analysis of publicly traded non‐SOEs in China, this study reveals that minority state ownership negatively impacts firm fraud, and the results hold after alternative tests. The identified channels of this association are that minority state ownership mitigates tunnelling, enhances internal control, and alleviates the financial constraints of non‐SOEs. Further analysis shows that this relationship is more pronounced in firms with weaker corporate governance, stronger fraud incentives, and lower levels of political connections. Overall, this study contributes to our understanding of the role of minority state ownership in emerging markets within the context of corporate fraud, highlighting the importance of critically evaluating the effects of government intervention in different contexts.
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 | 0.003 | 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) | 0.000 | 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