An infatuation with building things: Business strategies, linkages, and small city economic development in Manitoba
Bibliographic record
Abstract
Abstract The establishment of a solid understanding of regional economic development has proved to be highly elusive. Research efforts within this area have focused largely on major urban areas, yet this somewhat narrow focus means that economic development activities in smaller urban centers have not received the attention that they deserve. This article investigates regional economic development within a small city context through a survey‐based study of the entrepreneurial ecosystems operating in two small cities in the province of Manitoba. The results indicate that many currently accepted bases of regional business community expansion, such as government support and development of local suppliers, have limited utility within these cities. Concurrently, business leader survey responses from the two cities reveal a unique set of factors that drive economic development success in this nonmetropolitan case study, keyed by the pivotal role of a unique mix of nonlocal linkages, local cultural resources, and social connections in catalyzing local business expansion. These findings indicate that business community growth in the study cities proceeds from a distinctive template relative to larger centers, and suggest that increased research attention is necessary to elucidate the bases of business success in a more diverse selection of successful small cities.
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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 | 0.000 | 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 | 0.001 |
| 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 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".