Does charitable giving substitute or complement firm differentiation strategy? Evidence from Chinese private SMEs
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
Using R&D and advertising intensity to measure a firm's differentiation strategy, this study examines whether charitable giving substitutes or complements such a differentiation strategy. Evidence from a nationwide survey of private small‐ and medium‐sized enterprises (SMEs) across China shows that corporate charitable giving generally complements rather than substitutes differentiation strategy. In particular, the combined spending in R&D and advertising increases corporate charitable giving. In addition, the positive relationship between differentiation strategy and charitable giving is more prominent for firms located in service sector and in less developed markets. This study contributes important insights to our understanding of the relationship between corporate charitable giving and differentiation strategy.
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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 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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