Corporate Governance and the Cost of Capital: Evidence from Australian Companies
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
The authors examine a sample of large Australian companies over a 10‐year period with the aim of analyzing the role that firm‐level corporate governance mechanisms such as insider ownership and independent boards play in explaining a company's cost of capital. The Australian corporate system offers a unique environment for assessing the impact of corporate governance mechanisms. Australian companies have board structures and mechanisms that are similar in design to Anglo‐Saxon boards while offering a striking contrast to those of German and Japanese boards. At the same time, however, the Australian market for corporate control is much less active as a corrective mechanism against management entrenchment than its U.S. and U.K. counterparts, making the role of internal governance mechanisms potentially more important in Australia than elsewhere. The authors report that greater insider ownership, the presence of institutional blockholders, and independent boards are all associated with reductions in the perceived risk of a firm, thereby leading investors to demand lower rates of return on capital. In so doing, the study provides evidence of the important role of corporate governance in increasing corporate values.
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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 | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 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