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May 25, 2026
HSE Scientists Train Neural Network to 'Hear' Faults in Electric Motors
Researchers at the AI and Digital Science Institute of the HSE Faculty of Computer Science have developed a new method—the Signature-Guided Data Augmentation (SGDA) framework—that achieves 99% accuracy in motor fault detection and 86% accuracy in fault classification. The application of this approach can reduce industrial equipment repair costs, minimise downtime, and improve production safety. The study results have been published in Engineering Applications of Artificial Intelligence.
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Вклад официальной помощи развитию в митигацию политических рисков для прямых иностранных инвестиций: пределы измеримости

Современная мировая экономика. 2024. Т. 2. № 4. С. 6–23.
Vladimir B.

A mitigation of political risks is a pre-requisite for an effective mobilization of private capital which is expected to play an important role in financing Sustainable Development Goals. However, the issue of measuring the effect of various financial and non-financial tools on such risks has not been addressed properly on a conceptual or technical level. This article examines the question of measurability of the official development assistance (ODA)’s contribution to mitigation of political risks for foreign direct investment (FDI) and aims to stimulate an academic discussion about the constraints and the ways to overcome them.

The article shows that private businesses and official authorities of donor countries are mutually interested in using development cooperation toolkit to mitigate political risks for investments in developing countries. They can achieve this objective with both conventional ODA instruments and guarantees which have been proclaimed measurable in terms of donor effort on a grant-equivalent basis by the OECD Development Assistance Committee.

Theoretically, the risk mitigation effect of conventional ODA can be measured by correlating the volume of aid allocated to relevant sectors (with distinctive purpose codes) with the correspondent subcomponents of the most authoritative political risk indices. However, an operationalization of this idea is hindered by a strong interdependency between explanatory and response variables: high political risks in a recipient country limit considerably its aid receipts. Moreover, both parameters are influenced by various endogenous and exogenous factors, many of which can be operationalized only as dummies.

As for the guarantees for development, theoretically it might be possible to measure their direct catalytic effect (knowing the exact conditions of the guarantee coverage and the amount of private capital mobilized) and an indirect “halo” effect (calculating the share of projects covered by political risk guarantees which did not incur losses). However, both paths are hindered by the lack of statistical data of a decent quality.

All these measurability constraints point at the importance of the use of qualitative methods in exploring the article’s topic using as broad spectrum of complementary sources as possible.

This research has been conducted with the financial support from the Russian Science Foundation, project No 23-28-01060 (https:// rscf.ru/en/project/23-28-01060/).

Research target: Economics and Management Political Science, International Relations, and Public Administration
Language: Russian
DOI
Text on another site
Keywords: политические рискистатистикасодействие международному развитиюstatisticsforeign direct investmentпрямые иностранные инвестицииофициальная помощь развитиюOfficial development assistanceinternational development cooperationpolitical risks
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