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September 5, 2025SOFT MEASUREMENTS AND COMPUTING

Institutional and Innovationbased Clustering of Russian Regions: A Quantitative Typology for Strategic Planning

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Authors

АЗА. А. ЗайцевOZOlga V. ZaborovskaiaTSTonni M. Sebaggala

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Overview

Cluster analysis identifies five regional groups based on innovation potential, indicating tailored development strategies.

Key Points

  • Five distinct regional clusters emerged, each showing varying institutional maturity and innovation potential.
  • Key indicators included investment activity, R&D expenditures, and volume of innovative products.
  • This research employed cluster analysis methodologies like Kmeans, hierarchical clustering, and regression modeling.
  • Strategies for fostering intercluster collaboration and enhancing regional policies are proposed for effective governance.

Cite This Study

Зайцев et al. (2025) studied this question.

synapsesocial.com/papers/68c23965b210217d6477b89ehttps://doi.org/10.36871/2618-9976.2025.08.008
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