Minority Family Business in Emerging Markets: Organization Forms and Competitive Advantage
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
The prevalence of minority family businesses in emerging markets has several theoretical and practical implications. First, a practical consequence of institutional weakness suggests that family businesses perform both wealth-creation and wealth-preservation tasks in an emerging market. Legal protection for property rights and financial institutions specializing in wealth reallocation and preservation are often ineffective in emerging markets. Lacking such security, the family business unit necessarily becomes something more than a value-creation device; it may also serve as a wealth-protection and intergenerational and/or geographical transmission device used to preserve and transfer wealth through various informal and often nontransparent means. Consequently, the financial goals of the family firm are subject to frequent trade-offs between entrepreneurial activities that generate new wealth and more defensive activities that preserve, hide, or allow for the geographic or intergenerational transmission of wealth.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.007 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.004 |
| 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