Corporate social responsibility (CSR) in Canadian family firms
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
Purpose The purpose of this paper is to examine corporate social responsibility (CSR) activities in Canadian family firms. Design/methodology/approach This paper is an empirical work using a sample of Canadian listed companies for eight years between 2010 and 2017. Findings Relying on five measures for CSR, this paper finds that, compared with other listed firms, family listed firms have a higher level of CSR engagement. Further tests show that family-named family firms engage in more CSR activities; family firms with second largest shareholders engage in more CSR activities; and family firms affiliated with large business groups engage in more CSR activities. However, family firms whose family members are CEOs, presidents or board chairpersons engage in less CSR engagement. Originality/value This paper contributes to the current CSR literature by highlighting the importance of family firm heterogeneity in shaping a firm’s CSR practices. It focuses on four characteristics of Canadian family firms that are potentially connected to CSR, namely, family-named family firms; family firms with family members being CEOs, presidents or chairpersons; family firms with second largest shareholders and family firms affiliated with large business groups.
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| 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