Experience of Domestic Enterprises in the Conditions of Quarantine Restrictions: Social and Labor Aspects
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Bibliographic record
Abstract
The system of social and labor relations proved to be the most vulnerable to the impact of the financial and economic crisis and the Covid-19 coronavirus pandemic, and most of all suffered from measures aimed at overcoming the spread of coronavirus disease. The experience of domestic enterprises in the conditions of quarantine restrictions was investigated in the article. The most common personnel decisions during quarantine, including transfer to part-time employment, remote work, vacation, dismissal, were analyzed. Their impact on the national labor market was analyzed. The main negative trends in the system of social and labor relations due to the economic recession and quarantine restrictions on economic activity during the Covid-19 pandemic were identified. The volumes and levels of official and hidden unemployment were determined, their comparative analysis was carried out on the basis of statistical data and the results of sociological surveys. The uneven nature of hidden unemployment by type of economic activity was determined. The loss of working time for the second quarter of 2020 as a result of the introduction of strict quarantine restrictions was calculated. The imbalance between labor supply and demand, changes in attitudes and behavior of participants in the labor market, which act as an indicator of crisis processes in the field of employment, were characterized. The reasons for the decline in job search indices, declining labor supply, imbalance and weak labor market flexibility in the short term have been identified. The main trends and patterns of the labor market, changes in employers’ requirements for job applicants were described. The decline in incomes of the working population, the change in their structure due to the reduction of wages in the fall of sales and income of enterprises was studied. It is emphasized that the methodology of data collection by the State Statistics Service and the State Employment Service does not provide the opportunity to obtain complete operational information and under these conditions for rapid assessment and analysis of the situation it is necessary to use additional information from state and non-state online resources, sociological surveys and others sources.
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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 | 0.000 | 0.000 |
| 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