Small Business, Big Responsibility: The Social Responsibility Experience of Rural Small Business
Bibliographic record
Abstract
Though well-established in literature and practice, the experience of corporate social responsibility has rarely been examined in the context of the rural community, a valuable and unique setting often dominated by small business in both developed and underdeveloped economies. This qualitative study examined the experience of social responsibility among twenty-four small businesses throughout rural Newfoundland, Canada, and explored the perceived impact of the rural context on that experience. Findings contribute to a rich characterization of the social responsibility experience among rural small business owners and reveals that engagement in this type of behavior is not specifically linked to a deliberate effort to enhance business performance, rather, an overwhelmingly desire to support and enrich the community. Revelations of the benefits of such engagement, and a consistent experience of significant personal cost to these rural small business owners are particularly noteworthy. This research extends scholarly knowledge related to small business and rural social responsibility by deepening the current understanding of the experience in the rural context. Further, it offers recommendations on future policy directions related to social and economic development in rural communities, and to practical considerations for rural small business owners in their engagement with their rural communities.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".