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July 20, 2026
Scientists Create Open Dataset for Studying Concentration
A team of Russian researchers, including scientists from HSE University–St Petersburg, has developed the first open multimodal dataset containing recordings of brain activity, heart function, and video observations to help researchers understand what happens in the human brain during deep concentration. In the future, the dataset could accelerate the development of neural interfaces, rehabilitation technologies, and AI systems. The article has been published in Scientific Data.
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The effect of agglomeration and transport on labour productivity in Saint Petersburg metropolitan area

The Journal of the New Economic Association. 2026. No. 1(70). P. 221–237.
A. I. Salov, E. V. Semerikova

In this paper, we assess the extent of agglomeration externalities that

mirror on labour productivity gains while accounting for the direct and indirect effects

of transportation exposure. To this end we combine data on the local average wage and

employment with comprehensive information on the public transportation and road networks

of the Saint Petersburg Metropolitan Area, one of the most populous agglomerations in Europe.

According to our fi ndings, there is a considerable and noteworthy impact of only transit exposure

measures on local labour productivity, whereas the effect of agglomeration economies on labour

productivity evaporates after the instrumentation technique is applied. Additionally, we reveal

that the inclusion of public transportation exposure measures into estimation results in stealing

the positive effect on labour productivity from private modes in favour of public transit.

Research target: Social and Economic Geography (including Urban and Transportation Studies) Economics and Management
Language: English
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DOI
Text on another site
Keywords: общественный транспорттранспортная доступностьpublic transportroad networkemployment densityAgglomeration economiestransport exposureэкономика агломерацийплотность рабочих местдорожная сеть
Publication based on the results of:
Spatial-econometric modeling of modern socio-economic processes in Russia: regional aspect (2024)
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