Assessing the Human Capital Emergence, Performance and Effectiveness in a Brazilian Retail Bank
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
To assess the human capital (HC) effectiveness on the operational results of a major Brazilian retail bank (Bank), a HC inventory of the Bank’s employees with information on 25 attributes of HC and six operational performance measures of the Bank in the period of 2006-2008 is used. Thus, this study relies on proven information of all the Bank’s staff and not on surveys as often used in the literature. The empirical results show that the effectiveness of the HC is related to the establishment of an optimal construct of HC attributes and to the improvement of specific skills. Furthermore, the turnover has a negative impact in maintaining high HC employees into the branches with negative effects on the credit control process and the Bank’s profitability. Lastly, the staff size into the branches as well as the economic conditions surrounding them play also an important role for the HC effectiveness.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 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