Strategic Guidelines for Planning the Sustainable Development of the Socio-Economic System by Ensuring Effective Personnel Management in the Economic Security
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 issue of determining the strategic guidelines for planning the sustainable development of the socio-economic system through increasing the efficiency of its personnel management remains relevant and new.That is why, from a variety of topics in the scientific and practical literature, our study is interesting and important.The main purpose of the article is to model the strategic guidelines for planning the sustainable development of a single socio-economic system through improving the efficiency of personnel management in the security system.The object of the study is the planning system for sustainable development of a single socioeconomic system.The research methodology was based on modern methods of econometric modeling aimed at determining the strategic guidelines for planning sustainable development for a particular socio-economic system.Based on the results of the study, the article presented a model of strategic guidelines for planning sustainable development for a particular socioeconomic system through increasing the efficiency of personnel management in the security system.Also, practical results are presented by analyzing the dynamics of the implementation of certain sustainable development planning targets.The study is limited by focusing only on a single socio-economic system.Further research will focus on the direct implementation of sustainable development measures.
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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 | 0.003 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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