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  • Роль субъективных оценок благополучия в изменении структуры потребления российских домохозяйств в 2022—2023 гг.
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September 11, 2026
How to Assess Students Knowledge in the Age of AI
A researcher at HSE University has proposed a flowchart to help lecturers decide how to assess students who use artificial intelligence. It shows where the use of AI should be restricted and where it can be incorporated into the learning process. The article has been published in IT Professional.
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Scientists Train Neural Network to Generate Process Plans from 3D Models
Researchers at the HSE FCS AI and Digital Science Institute have developed CAD2TechSpec, a framework that converts 3D models of mechanical parts into machining process plans—step-by-step instructions for machine tools. The solution aims to reduce the time required for the design and preparation of technical process documentation in mechanical engineering, aircraft manufacturing, and other high-tech industries. The study findings have been published in PeerJ Computer Science.

 

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Роль субъективных оценок благополучия в изменении структуры потребления российских домохозяйств в 2022—2023 гг.

Вопросы экономики. 2025. № 12. С. 116–133.
Voytenkov V., Demidova O.

The present study analyses the impact of the 2022–2023 external shock on the consumption structure of Russian households, with a focus on the role of subjective assessments of well-being. The consumption structure of Russian households is comprised of five categories of expenditure: expenditure on food at home, out-of-home food, alcohol, non-food goods, and services. Data from 27–32 waves of the Russian Longitudinal Monitoring Survey – HSE University were used as the empirical basis. Based on changes in self-assessments of their financial situation, households are divided into three groups: those whose financial situation has improved, those whose financial situation has remained unchanged, and those whose financial situation has deteriorated. For econometric modelling, a modification of the Engel curve is employed, utilising models with both fixed and random effects, in addition to the Tobit model. The results show that under the impact of the 2022–2023 external shock, all household groups reduced their spending on non-food goods, which we attribute to a decline in imports and the departure of foreign companies. We found an increase in spending on services, especially among households whose situation has deteriorated, which is attributed to the indexation of tariffs for essential services. With regard to the role of subjective assessments of well-being, there are discrepancies between the responses of both households to shocks and their adaptation strategies.

Research target: Economics and Management
Language: Russian
DOI
Text on another site
Keywords: домохозяйстваConsumption patternshouseholdsструктура потребленияchanges of subjective assessments of material well-beingexternal shock of 2022–2023субъективные оценки изменений материального благополучиявнешний шок 2022–2023
Publication based on the results of:
Current Issues of Macroeconomic Dynamics and Macroeconomic Policy in Russia (2025)
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