Corporate Governance Quality and Capital Structure Decisions: Empirical Evidence from Canada
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
This study examines the relationship between corporate governance quality and capital structure of firms listed on the S&P/TSX composite index between 2009 and 2012. Using an aggregate corporate governance index, this study finds support for the outcome hypothesis, which argues that capital structure is an “outcome” of corporate governance quality. Governance quality is found to be positively associated with firms’ leverage. Firms with lower governance quality have lower leverage as these firms’ managers do not like to have only little free cash flow leftover or have extra constraints imposed by debt financing. In contrast, firms with higher governance quality are more leveraged because these firms have lower agency costs and thus lower cost of debt financing. As a result, they can take on more debts. The empirical evidence from this study illuminates important links between governance quality and financing decisions of firms.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.005 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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