Inside the black box of regional development--human capital, the creative class and tolerance
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
While there is a general consensus on the importance of human capital to regional development, debate has emerged around two key issues. The first involves the efficacy of educational versus occupational measures (i.e. the creative class) of human capital, while the second revolves around the factors that affect its distribution. We use structural equation models and path analysis to examine the relations from these two alternative measures of human capital and regional income and wages, and also to isolate the relations of tolerance, consumer service amenities and the university on its distribution. We find that human capital and the creative class affect regional development through different channels. The creative class outperforms conventional educational attainment measures in accounting for regional labor productivity measured as wages, while conventional human capital does better in accounting for regional income. We find that tolerance is significantly associated with both human capital and the creative class as well as with wages and income. We also find that the cultural economy has both direct and indirect relationships to regional development and impacts both production and consumption.
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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 | 0.001 | 0.001 |
| 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