Analysis of the impact of international standards for responsible business conduct on the financial sector in the world and in Russia: Formation of proposals for the development of regulation in Russia
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
This paper analyzes the impact of international standards for responsible business conduct on the financial sector in the world and in Russia, and formulates proposals for the development of regulation in Russia. The relevance of the work lies in the need to analyze the impact of international standards for responsible business conduct on the financial sector in the world and in Russia, as well as to formulate proposals for the development of appropriate regulation in Russia. The study was conducted in 2021. The object of the study is the standards for responsible business conduct in the financial sector. The goal of the study is to analyze the impact of international standards for responsible business conduct on the financial sector in the world and in Russia, and to formulate proposals for the development of regulation in Russia. The following results were obtained: an analysis of the recommendations and standards of international organizations, including the OECD, related to responsible business conduct in the financial sector and their impact on access to financing for Russian companies; an analysis of the approaches of the OECD member countries, including the EU, France, Japan, Canada, and other countries, including China, to the regulation of responsible business conduct in the financial sector and the impact of the regulations adopted by these countries on the Russian companies’ access to financing; an analysis of the practices of legal regulation of responsible business conduct in the financial sector in Russia and their impact on access to finance for Russian companies; formulated proposals for the development of legal regulation of responsible business conduct in the financial sector in Russia in order to ensure access to financing for Russian companies. The practical significance of the work lies in the possibility of using its results for the development of regulatory documents aimed at the development of sustainable (green) financing in Russia, the formation of Russia's position on the OECD platform in relation to the developed standards of responsible financing.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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