The Role of Corporate Sustainability and Its Consistency on Firm Financial Performance: Canadian Evidence*
Why this work is in the frame
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Bibliographic record
Abstract
ABSTRACT This paper investigates the impact of corporate sustainability and the consistency of corporate sustainability efforts on firm financial performance in Canada. Using data on 266 Canadian companies over the 2007–2017 period, we find a significantly positive association between corporate sustainability performance and firm financial performance. In addition, we find that companies that perform consistently well on sustainability (i.e., consistent performers) achieve better financial performance compared to inconsistent performers. Thus, far from their being net costs/expenses, our results indicate that corporate sustainability performance and consistency in sustainability performance both provide net benefits and significantly impact financial performance positively, implying that corporate sustainability not only helps address the needs of the current and future generations but also has a positive effect on the corporate bottom line. Taken together, our results suggest that not only does corporate sustainability have a positive effect on firm performance, but better financial performance may be achieved through a committed—rather than a “tokenism”—approach to corporate sustainability.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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