Family Control and Ownership Monitoring in Family‐Controlled Firms in Japan
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 paper focuses on a type of firms that have been traditionally neglected in both family business and governance research, namely, family‐controlled, publicly‐listed firms. Although principal–agent conflicts may be less prevalent in such firms, family control can potentially give rise to principal–principal conflicts, leading to expropriation of the wealth of minority owners by family owners. Superior firm performance and the willingness to distribute the profits through dividend payments would suggest the absence of such expropriation. Based on a sample of 210 OTC firms in Japan, we examined the relationships between family control and dividend payouts and profitability. Our results indicate that family control was positively related to dividend payouts. Further, we found that while foreign ownership interacted with family control to reduce dividend payouts and increase profitability, bank ownership did not have such an effect.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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