Does Tax‐Aggressive Behavior Motivate More CSR Engagement?
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
ABSTRACT Using an international sample of listed companies from 36 countries, we investigate whether firms' engagement in tax‐aggressive behavior drives them to increase their corporate social responsibility (CSR) and environmental, social, and governance (ESG) activities. Consistent with the reputation risk mitigation theory, our results show that U.S. and Canadian firms ramp up their ESG activities 4 years after engaging in tax‐aggressive practices, aligning with the typical duration for the IRS (Internal Revenue Service) investigations. In contrast, firms in other countries act sooner, within 2–3 years. Further analysis shows that firms in countries with stringent law enforcement, and those adopting International Financial Reporting Standards, are less likely to enhance CSR/ESG activities following aggressive tax policies. These findings highlight the significant influence of regulatory and disclosure environments in shaping corporate behavior in tax policies.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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