Human capital development in the global-knowledge economy

Abstract

The national economy is as competitive as its human capital is effectively capitalized in modern hypercompetitive global markets. The world digital technologies contribute to the globalization of the economy and accelerate the accumulation of human capital by digitizing jobs, providing the population and households with electronic services and data mining technologies. The article analyzes the structure of multivariate data on the factors of human capital development, e-education and the use of ICT by households in Russian regions. The average annual values of the relevant factors of monitoring the development of the information society in the Russian Federation for the period from 2010 to 2017 were selected as factors of each object of analysis. The reliability of the research results is ensured by applying standardization and rationing of the initial matrix of factors, reducing the dimension of the normalized matrix of factors using the PCA method, cluster analysis using the method of EM-maximizing expectations and the hierarchical clustering method. The author has built a rating of regional clusters of the Russian Federation, differing in the quality of human capital depending on the development of electronic infrastructure, availability of digital resources and the features of the social environment.