Ownership Concentration in Privatized Firms: The Role of Disclosure Standards, Auditor Choice, and Auditing Infrastructure
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: Observational
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.053
- Threshold uncertainty score
- 0.311
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.257 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
ABSTRACT We rely on a unique data set to estimate the impact of disclosure standards and auditor‐related characteristics on ownership concentration in 190 privatized firms from 31 countries. Accounting transparency can help alleviate the agency conflict between minority investors and controlling shareholders, which is evident in the extent of ownership concentration, since the expropriation of corporate resources hinges on these private benefits remaining hidden. After controlling for other country‐level and firm‐level determinants, we find weak (no) evidence that extensive disclosure standards (auditor choice) reduce ownership concentration. In contrast, we report strong, robust evidence that ownership concentration is lower in countries with securities laws that specify a lower burden of proof in civil and criminal litigation against auditors, consistent with Ball's [2001] predictions. Collectively, our research implies that minority investors worldwide value legal institutions that discipline auditors in the event of financial reporting failure over both the presence of a Big 5 auditor and better disclosure standards. Re‐estimating our regressions on a broad sample of western European public firms provides similar evidence on all of our predictions.
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.
The record
- Venue
- Journal of Accounting Research
- Topic
- Corporate Finance and Governance
- Field
- Business, Management and Accounting
- Canadian institutions
- Memorial University of Newfoundland
- Funders
- not available
- Keywords
- AccountingBusinessAuditShareholderExpropriationTransparency (behavior)Corporate governanceInsiderFinanceEconomicsLaw
- Has abstract in OpenAlex
- yes