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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>On the Formation of High-Quality Human Capital in the Context of Digitalization of the Russian Economy*</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Chelyabinsk State University</institution>
          ,
          <addr-line>Chelyabinsk</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>1992</year>
      </pub-date>
      <fpage>0000</fpage>
      <lpage>0003</lpage>
      <abstract>
        <p>The object of research in the article is human capital, as well as the influence of the federal target program “Electronic Russia” on the regional policy in the development of regional information and innovation infrastructure. The study will analyze the effectiveness of public administration in stimulating the development of the digital economy, mass dissemination of information and communication technologies, ensuring the rights of citizens to free access to information about the activities of state bodies, and the process of forming highquality human capital. Understanding the nature of the objects under study will make it possible to evaluate the effectiveness of the processes of modernization of the regional infrastructure, evaluate the effectiveness of existing tools and use the results of the study to develop new approaches to solving infrastructure problems at the regional and state levels. The study aims to identify key areas in the development of information and innovation infrastructure, contributing to improving the quality of human capital. According to the results of the study, we need to solve the tasks or argue the existence of factors that impede the achievement of results.</p>
      </abstract>
      <kwd-group>
        <kwd>human capital</kwd>
        <kwd>quality of human capital</kwd>
        <kwd>digitalization</kwd>
        <kwd>information</kwd>
        <kwd>and innovation infrastructure of the region</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        The formation of human capital as an object of research is actualized for a long time.
Interest in this economic asset has transformed for a long time. Adam Smith, K. Marx,
and many other authoritative economists and philosophers wrote about this. Different
approaches have been proposed. T. Schulz [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] made a significant contribution to the
introduction of a theoretical basis for such a concept as human capital at the initial
stage. It was thanks to his scientific research that the rethinking and popularization of
this economic tool occurred. Schultz defined the role of human capital as a fundamental
*
element of the industrial, and then the post-industrial economy. The capacious concept
of "human capital" is multi-layered. At the micro-level, G. Becker discovered the
concept of human capital. He presented “human capital as a body of knowledge, skills, and
abilities” [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. The costs of education and training Becker sees as an investment in the
development of human capital. First, he estimated the economic efficiency of education
directly for the person himself. He defined the difference in income between a person
with higher education (hi-e) and a poorly educated worker as a potential difference in
income [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
      </p>
      <p>
        “The changing role of human capital is realized through the expansion of its structure
and functions, the transformation from the item of expenditure to the main factor of
industrial and social development. The basis of the new economy is the accumulated
human capital, mainly affecting the social sphere and the economic potential of modern
society" [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>
        It is impossible not to note the opinion of A. Smith that the quality of life of “every
nation” is determined by two different conditions: firstly, art, skill, and ingenuity, with
which, in general, his work applies, and, secondly, the relationship between the number
of those who are engaged in useful work, and the number of those who are not engaged
in them. Whatever the soil, climate, or size of a particular people’s territory, the
abundance or shortage of its annual supply will always depend on these two conditions. "[
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]
The very understanding of the role of human capital has undergone dramatic changes.
The expansion of structural and functional potential expanded understanding of the
spectrum of its influence on the development paradigm of the entire structure of society
on a civilizational scale led to a new perception of countries and the world community.
Besides, at this stage, the emergence of new economic, social, and political, postmodern
realities, human capital occupied the leading place in the national wealth and in the total
productive capital of developed countries, which is about 80% [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>The main tasks of studying the article, the authors see:
1. to identify the dependence of human capital on the level of development of
information and innovation infrastructure in the region;
2. determining the relationship between the strengthening of state support for
infrastructure development and human capital;
3. the search for optimal approaches to the development of regional infrastructure and
the substantiation of the key role of the state in the formation of human capital.</p>
    </sec>
    <sec id="sec-2">
      <title>As the main tasks in the article:</title>
      <p>1. the degree of influence of infrastructure directions and on various parameters of
human capital is analyzed;
2. analyzes the role of the state in the development of regional infrastructure and the
impact of human capital on the economic and social potential of regional
development and its dynamics.</p>
      <p>
        In the future, human capital will be able to influence the socio-economic climate of
countries that invest in the development of regional infrastructure. In the philosophical
sense, modernization and dynamic development of the state are systemic changes in the
physical, institutional, organizational, intangible (intellectual), financial and other
factors of its functioning. It is safe to say that they ultimately lead to a positive economic,
social, political, institutional, environmental, infrastructural result [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
2
      </p>
      <sec id="sec-2-1">
        <title>Retrospective</title>
        <p>
          V. Patti turned to the possibility of monetary assessment of the productive properties
of man in the seventeenth century. “He believed that the wealth of society depends on
the nature of busy people and their ability to work. In one form or another, the idea of
human capital was considered in the works of A. Smith, D. Ricardo, A. Marshall, K.
Marx, F. Engels, J. Mill, L. Walras, J. B. Clark, and other scientists [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ].
        </p>
        <p>
          However, it was noted that the efficiency of the use of physical or financial assets is
determined by the qualifications, competence, and health of people. This conclusion
led to the formulation of the concept of human capital in the 1960s (Becker 1964). The
theory of human capital has become an important element of an in-depth analysis aimed
at assessing the role that the quality of the human factor plays in economic processes.
According to the study, the highest levels of human capital are characteristic of the
richest regions in Western Europe, while the lowest levels are observed in the poorest
countries that have become EU members only recently, and in countries in southern
Europe, including Greece. [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ].
        </p>
        <p>
          Therefore, A. Smith (2007) wrote that the increase in labor productivity depends
primarily on the dexterity and skills of the worker, that the acquired and useful abilities
of a person become part of the wealth of society [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ]. According to J. Mill (1980), the
“wealth of the country” category may include the skill, energy, and perseverance of
workers. Karl Marx believed that more labor that is skilled is restored at regular
intervals at relatively higher prices [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ].
        </p>
        <p>
          Thanks to the work of supporters of the "Chicago school", such as B. Weisbrod, T.
Schulz, G. Becker, J. Mintzer, in the second half of the 20th century, the concept of
human capital was formulated and formulated into a relatively comprehensive theory.
They used in their work the principles and structural elements of the neoclassical school
concerning social institutions such as education, health care, and other areas. In this
paper, we are interested in information and innovation infrastructure, and this, in turn,
is strongly associated with an affordable and high-quality education. It should be noted
here that the EU is developing its cohesion policy with the main goal of reducing
differences in regional development. The success of a policy is largely determined by the
identification of factors contributing to such discrepancies. Human capital is one of the
key factors for economic success [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ]. Thus, Norway is gradually overcoming the Dutch
disease through expanded reproduction of human capital. On the other hand,
hydrocarbon production may remain a driver of economic growth in Russia. [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ].
        </p>
        <p>
          For G. Becker, this was a set of human skills, knowledge, and skills [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ]. According
to the definition of T. Schulz, human capital is the valuable qualities of a person, which
can be strengthened by appropriate investments [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ]. Nevertheless, T. Schulz and G.
Becker paid more attention to explaining and supporting the idea of the fair role of
human resources in creating an aggregate social product. In later works, there is no
consensus on the definition and content of the concept of “human capital”, which can
be explained by the complexity and universality of this phenomenon. For example, the
Economic Dictionary of Penguins defines human capital as the skills, knowledge, and
abilities of a person that allow him to earn income. In the future, this definition has been
expanded to include intangible effects: human capital is the knowledge, competencies,
and properties embodied in people who contribute to the creation of personal, social,
and economic well-being [
          <xref ref-type="bibr" rid="ref3 ref8">3, 8</xref>
          ]. How the perception of the term Human Capital has
changed from a historical perspective is demonstrated in this flowchart in Figure 1.
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>Education, knowledge, information, and digitalization are components of the quality of life</title>
        <p>Access to education, knowledge, and informatization are the most sought-after areas in
modern society. They directly determine the quality and direction in the formation and
development of human capital. Growth and interregional migration of human capital
are indirectly dependent on the level of development of the information and innovation
infrastructure, as they are an integral component of the quality of life. Evaluation of the
quality of life in the region allows us to assess the positive and negative processes in
these areas, to coordinate inter-agency cooperation aimed at improving the conditions
affecting it. The rating system allows evaluating inter-regional differences in the field
of increasing the level of digitalization and informatization in the region, and,
consequently, the quality of life. What is their value and how to measure it? Many of the
indicators characterizing the level of development of information and innovation
infrastructure in different regions of the Russian Federation, as before, differ significantly.
To determine it in the regions and assess existing imbalances in this area, research is
conducted every year, and ratings of the development of information and innovation
infrastructure are compiled based on objective indicators. And not least in this is the
development of infrastructures in each region.</p>
        <p>For assessing the quality of life and ranking, the source of information is data
obtained from the following sources: Rosstat, Ministry of Health of Russia, Ministry of
Finance of Russia, Central Bank of the Russian Federation, and other open sources.
Data collection is carried out on 72 indicators, which are grouped into 11 groups, which
characterize all the main aspects and living conditions in the region, from the level of
economic development and income to the level of providing the population with
various types of services and climatic conditions in the region of residence, but we are a
primarily interested level of development of information and innovation infrastructure.</p>
        <p>Groups in which ratings are combined:</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>1. Social and demographic climate,</title>
    </sec>
    <sec id="sec-4">
      <title>2. The level and accessibility of education of the population,</title>
    </sec>
    <sec id="sec-5">
      <title>3. Provision of information infrastructure facilities,</title>
    </sec>
    <sec id="sec-6">
      <title>4. The level of innovative development,</title>
    </sec>
    <sec id="sec-7">
      <title>5. Digitalization of the economy,</title>
    </sec>
    <sec id="sec-8">
      <title>6. The labor market.</title>
      <p>
        Objectively, this system allows you to track the dynamics of processes occurring in the
region and affecting the formation and quality of human capital. The following
summary table shows how interrelated these indicators are and how individual they are in
Table 1 [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
4
      </p>
      <sec id="sec-8-1">
        <title>Human capital</title>
        <p>
          Today several economic schools relate differently to the concept of human capital. Our
task is to try to formulate the most complete definition of human capital, assess its
capabilities and development prospects. So, as Becker said: “Parents then invest more
in children when they expect more support from them, manipulating the preferences of
their children, but this benefits both children and parents. In the end, we get a positive
result from the mercenary parental principle. This shows us that even if children are
altruistic concerning their selfish parents, they will still invest in the human capital of
their children since this will be beneficial for them in the future” [
          <xref ref-type="bibr" rid="ref12">12</xref>
          ]. This principle
works in the relationship between the state and the citizen. The uneven development of
social infrastructure in the region generates internal migration. People leave the villages
lagging behind the growth rates in the quality of education, informatization,
digitalization, labor market volumes in search of better conditions. Moreover, they migrate to
more comfortable and developed settlements and cities. As an example, consider the
internal migration diagram in the Chelyabinsk region in Figure 2.
(Source: 1RIA rating, 2Rosstat)
        </p>
        <p>
          Thus, we can assess the impact of several areas of the regional infrastructure on the
inflow, development, and quality of human capital. This, in turn, will allow us to assess
the potential impact of human capital on the region's economy. Besides, these results
underscore the importance of the demographic transition as a mechanism that underpins
human capital growth observed in Western economies in the twentieth century [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ].
        </p>
        <p>Human capital is a set of system elements where each element can be claimed in a
particular area of the economy. The elements of this system can be both innate
(physiological characteristics, biological, etc.), or acquired through education, experience
gained in practice.</p>
        <p>Factors determining human capital:
 learning ability and ability to constantly perceive new information, (professional
development or even retraining),
 Level of vocational education and qualifications,
 Work experience and professional skills
 Social skills, ability to self-assess, leadership, moral qualities, education,
 Intellectual and analytical skills,
 Physical and physiological abilities and capabilities,
 Intuition, including emotional intelligence,
 Mental stability and reaction speed, including stress resistance.</p>
        <p>
          In other words, we can say that in economic terms it is a measure of qualifications,
educational potential, and other individual characteristics that affect not only its
productive potential but also its potential income [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ].
        </p>
        <p>
          Characteristics and their combinations are very individual, if not unique. However,
according to the OECD (Organization for Economic Cooperation and Development),
human capital is defined as skills and knowledge, competencies, and other personal
qualities embodied in individuals or professional communities, acquired throughout life
and used to produce goods, services, or various types of intellectual property in market
conditions. However, you cannot ignore such a thing as an economically active age.
“The economically active age is a well-defined criterion directly related to the time
range of labor, professional, business, and creative activity of the economically active
population” [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ].
        </p>
        <p>
          Speaking about the multi-layered concept of human capital, we cannot but touch
upon such a concept as the core of a generation. “Figuratively speaking, this term can
be compared with the heart of a person who radiates energy throughout the body.
Namely, between 20 and 24 years of life, each person has the opportunity to choose
any of the possible life paths. In the period from 25 to 29 years, there is a search for his
way, from 30 to 34 years a person finds his way by making an informed choice, and
from 35 to 39 years he moves intensively along the chosen path. For all subjects of the
economic and social environment, this is important because at certain stages they,
making the most important decisions, determine the direction of the future life. These are
years of maximum concentration of energy and motivation, investments in the future,
which for most people are mainly engaged in a career, family, and children ”[
          <xref ref-type="bibr" rid="ref10">10</xref>
          ].
        </p>
        <p>
          For example, the aggregate human capital of an economy, determined by national
educational standards, may be governed by several parameters relating to the needs of
the labor market. You can predict such needs right now, and further informatization of
the economy will lead to planning based on demand forecasts (or the need for one or
another kind of specialists in the labor market) for a given level of quality. It can be
assumed that this will reduce unemployment, adjust the number of places in a particular
specialty in higher educational institutions and other professional educational
institutions, and reduce social tensions. It is important to note that human capital occupies a
central place among the indicators of the strategic efficiency of an enterprise, as it is a
source of maximizing the company's profits and ensuring its sustainability and
minimizing costs, as well as making recommendations for its development to modern
enterprises [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ].
        </p>
        <p>
          Very relevant can be considered the fact that in the Russian economic environment
comes the understanding that a person with his education, qualifications [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ], practical
skills, and experience (in the broad sense of the word) is an important and at the same
time underestimated economic resource.
5
        </p>
      </sec>
      <sec id="sec-8-2">
        <title>Innovative infrastructure</title>
        <p>
          “The social function of the state is realized through the implementation of an
appropriate social policy, which is defined as the purposeful activity of state authorities to
achieve the main goals of the development of society at a certain stage” [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ].
        </p>
        <p>According to most researchers, the key factor affecting the quality and growth of
human capital is the presence or absence of infrastructure, the degree of its development
in the regions. Where is the so-called cradle of human capital? According to the
estimates of most economists who study human capital, the infrastructure of regions
conducive to the growth and development of the quality of human capital is transport, the
social sphere, engineering, information, and innovation. Consider the types of
infrastructures and their elements displayed in the block diagram in Figure 3.</p>
      </sec>
    </sec>
    <sec id="sec-9">
      <title>INFRASTRUCTURE</title>
    </sec>
    <sec id="sec-10">
      <title>Social</title>
    </sec>
    <sec id="sec-11">
      <title>Engineering</title>
    </sec>
    <sec id="sec-12">
      <title>Transport</title>
    </sec>
    <sec id="sec-13">
      <title>Informative</title>
      <p>Innovative</p>
      <p>
        Based on the material studied, the experience and opinion of the scientific community,
it is safe to say that several infrastructure systems play a fundamental role in stimulating
growth and, most importantly, as human capital. The solution to the most important
socio-economic problems of such infrastructure complexes requires systematization.
Besides, their elements form an inseparable socio-economic ecosystem for the
production of human capital, which has the competencies necessary for the development of
the economic Meso-level [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ].
      </p>
      <p>
        Today, an innovative approach to the development of regional infrastructure, as a
kind of unified system, is due to necessity. Its primary goal is to bring several regions
out of the economic crisis and to confront the aggressive economic situation in the
international market. It is important to understand that investments in the development,
modernization, and innovations of the regional infrastructure will fill the labor market
with demanded personnel, reduce unemployment, increase people's incomes and
improve the quality of life. The concept of the socio-economic development of the Russian
Federation is a historic milestone in the life of the country, meeting the objective need
to introduce scientific advances and technologies into the economic component of a
new democratic society. Overcoming the negative manifestations and consequences of
the global economic crisis, which also affected our state, is a restructuring of the
economy, investing in human capital, creating an environment for the innovation movement,
raising education, science and technology, and health [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ].
      </p>
      <p>
        At this stage of economic and technological development, it is clear that the forms
of economic use of human capital have changed significantly and acquired a completely
different socio-economic status. Speaking of this, we mean innovative human capital,
which has become an important element in the accumulation of economic and
technological innovation. As an example, consider a number of them:
1. In modern conditions of the functioning of the economic system, the working
capacity of an employee is not opposed to the material factors of production used. Factors
of production are not currently opposed to functioning capital;
2. Labor integration unites all sectors of the national economy, because of which a
single socio-economic complex is formed, based on the integration of material,
scientific, and educational resources. In such a complex, each worker acts as part of a
single completely economically active population [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ]. Today, the existing system
of professional labor is formed into a single system of reproduction, which, in turn,
is part of an economic system based on scientific, educational, and material
production [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ].
      </p>
      <p>
        The importance, and most importantly, the relevance of this concept of
socio-economic development lies in the formation of a system of parameters of personal growth
of the individual, which will become the modern concept of socio-economic
development of the economy. This stage of human capital development is an intermediate goal,
and the social parameters of the evolution of personal processes are the ultimate goal
of the development of the economy of Russian society [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ]. Thus, summing up the
above arguments, we can say that the principles of the theory of innovative
development are the basis of sustainable human development based on the knowledge economy
and innovation. In the new socio-economic conditions, special human potential
becomes extremely necessary, since it must not only have a high level of biological and
intellectual-educational potential but also be able to constantly improve and develop its
information-material environment.
6
      </p>
      <sec id="sec-13-1">
        <title>Digitalization in Russia</title>
        <p>According to the latest data from the Center for Financial Innovations and Non-Cash
Economy of the Moscow School of Management Skolkovo, in the first half of 2018, on
a 100-point scale, the interval of indicators of the Digital Russia Index narrowed and
ranged from 37,2 to 75,14 points, whereas 2017 this interval was 26,06–70,01. This
result indicates a reduction in the gap between the leading and closing regions of the
Russian Federation.</p>
        <p>
          According to the results of analytics in 2018, the top ten leading regions included
Moscow, the Republic of Tatarstan, St. Petersburg, the Khanty-Mansi Autonomous
Area (Ugra), the Tyumen Region, the YNAO, the Moscow Region, the Republic of
Bashkortostan, the Leningrad Region, the Chelyabinsk Region. Rating closes
Sevastopol, Pskov region, the Republic of Adygea (Adygea), the Republic of North
OssetiaAlania, the Chukotka Autonomous Region, the Republic of Kalmykia, the
KarachayCherkess Republic, the Republic of Tyva, the Republic of Ingushetia, the Jewish
Autonomous Region. The average median value of the index in the first half of 2018 was
56,22 points, whereas in 2017 this value was 45,57 points [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ]. In tabular terms by
federal regions, it looks like Table 2.
It is especially necessary to note such regions as the Republic of Dagestan, Kostroma
region, Chechen Republic, Chukotka Autonomous Region, Ryazan, Tver, Bryansk, and
Oryol regions. Their growth rates in the first half of 2018 were 61,1%, while the average
growth rate in the country is 26,4% [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ].
7
        </p>
      </sec>
      <sec id="sec-13-2">
        <title>Methodology</title>
        <p>The author's methodology of the presented rating deserves special attention. It takes
into account quantitative indicators and expert assessment, based, according to the
authors, on the analysis of metadata reflecting the processes of digitization of regions.</p>
        <p>The Digital Russia Index reflects the existence and success of initiatives related to
digitalization at the regional level. If an initiative has concrete actions (for example, to
create infrastructure), does not contradict the state's strategic view, and has positive
socio-economic and business effects, it gets 100 points. The index is based on events
that are related to the process of digitization of regions, as reflected in official open
sources. The digitalization process is evaluated not only in terms of achieving goals but
also in terms of its publicity. The Digital Russia Index assesses this process based on
public references in open sources, taking into account the credibility, citation, and
tonality of events.</p>
        <p>Each event is assigned to one of the seven key components or sub-indices:
1. Regulatory and administrative measures;</p>
      </sec>
    </sec>
    <sec id="sec-14">
      <title>2. Human capital (personnel) and training programs;</title>
    </sec>
    <sec id="sec-15">
      <title>3. Research competencies and technological background;</title>
    </sec>
    <sec id="sec-16">
      <title>4. Information infrastructure;</title>
    </sec>
    <sec id="sec-17">
      <title>5. Information security;</title>
    </sec>
    <sec id="sec-18">
      <title>6. Economic indicators;</title>
    </sec>
    <sec id="sec-19">
      <title>7. Social effects.</title>
      <p>Sub-indices, in turn, are evaluated through sub-factors, which in this study are events,
facts, and other information obtained from open sources. An expert assessment for each
fact is set based on formalized criteria, which can be aggregated into three key blocks:
1. Compliance with regulatory documents and state strategy in the field of
digitalization.
2. The tangibility of the event, that is, the presence of specific steps, actions, processes.</p>
    </sec>
    <sec id="sec-20">
      <title>3. Socio-economic, financial, and business effects of the above fact [16].</title>
      <p>8</p>
      <sec id="sec-20-1">
        <title>Trends and economic goals of digitalization in Russia</title>
        <p>
          A high level of development and quality of human capital is necessary for the active
implementation of institutional reforms, state modernization, technological
modernization of production, and modernization of the economy itself. How to provide it? We
assess the nature of constancy and dynamic complementarity between the two
components of human capital: genetic potential and cognition [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ].
        </p>
        <p>
          Thus, a high level of development and quality of human capital in a state with a
dynamically developing economy makes it possible to provide access to stable growth
of economic indicators, improvement of the level and quality of life. Human capital is
the main generator of the development of the potential of regions, and, consequently,
of stable growth of the economies of developing countries. However, what can serve as
the basis for the formation of the human capital of the required level of quality? Human
capital is the source for the formation of a unified personnel corps capable of ensuring
the growth of labor productivity and ensuring the integration of all available resources
- the formation of a socio-economic system on an innovative basis [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ]. The task of
preserving and developing human capital is of strategic importance. According to A.
Markov’s just remark: “... human capital, by its nature, its economic origin and
reproduction characteristics, is in the sphere of natural interaction of the state, business,
individual and society as a whole” [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ]. Thus, it is possible to estimate a specific world
experience of economic growth, for example, in China. It is important to say about
investing in human capital in China and its links with China’s participation in the global
economy. The Cultural Revolution has largely destroyed education in China, especially
higher education. Data from the early sixties and seventies show that very few people
were in school. Only when the government began to finance more education and
information infrastructure, China began to play a significant role in the global economy [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ].
        </p>
        <p>What are the trends of the digitalization of subjects of the Russian Federation? The
study allowed identifying two groups of trends reflecting the development of the digital
economy in Russia for subjects of the Russian Federation, at the state and business
level. The authors identified a special interest in the digitization of public services to
the identified “state” trends. Leadership in publications here has a federal portal for
state services and regional portals for state services of constituent entities of the Russian
Federation.</p>
        <p>The second important trend, according to the authors of the study, was the motivation
of private businesses to develop innovative technologies. Significantly increased the
amount of data on the creation of "Smart Cities" (smart-cities). The study also made it
possible to single out a special interest in this topic in such cities as Moscow, St.
Petersburg, Kazan, Yekaterinburg, Krasnoyarsk, Novosibirsk, Ufa, Sochi, Perm, and
Rostov-on-Don. The socio-economic effect of the use and development of digital
technologies in creating the “Smart City” is, according to open sources, mainly in increasing
the range of electronic public services and reducing the level of digital inequality.
Residents are actively involved in the management of urban development through portals
for the interaction of the population with the government, such as, for example, Active
Citizen, Dobrodel, Solve Together, and others.</p>
        <p>What is the federal view on the digital future of the Russian regions? The
introduction of digitalization for "Smart Cities" is planned to be implemented with the help of
large companies specializing in working with information and telecommunications
sectors of the economy in the regions.</p>
        <p>Thanks to the work of federal and regional legislative bodies, the number of legal
acts on digitalization, which are practical with planned financial and technological
results, has significantly increased. First of all, we are talking about the creation and
operation of core competency centers, territories of advanced economic development
(TAED), technology parks, including children's ones.</p>
      </sec>
      <sec id="sec-20-2">
        <title>Conclusion</title>
        <p>
          Today, digitalization from an abstract concept is transformed into real action by various
states. The International Data Corporation (IDC) estimates that in 2018, global
spending on digital transformation will exceed $ 1 trillion [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ].
        </p>
        <p>Speaking about the situation in Russia and summing up, it should be noted that the
gap between the regional centers, except the capital regions, is not so great, but several
features cannot be overlooked.</p>
        <p>Firstly, the degree of development of infrastructures, namely, this aspect reflects the
indicator of the scoring rating, is significantly higher among those entities that are
located closer to the metropolitan region. Moreover, it is characteristic that at the same
time, the outflow of the population in them is approximately equal to the outflow of
human capital from remote regions with the least developed infrastructure. From which
we can conclude: regions with the most developed infrastructure, with a higher quality
of life and proximity to the capital, like a magnet, attract high-quality human capital.
They devastate the regions in which the infrastructure is developing, but there are no
prospects for further development and high-paying employment. To the same extent,
entities in which the necessary infrastructure is less developed and there is an acute
shortage of high-quality human capital suffer from the loss of this resource. Since they
cannot provide themselves with quality human capital. Secondly, climatic features,
considerable remoteness, isolation, and other features of some regions significantly
complicate human life and work in these conditions. It is necessary to eliminate such
distortions.</p>
        <p>Besides, there is such a problem as a lack of funding for digitalization processes,
both at the federal and regional levels. This is especially true for those subjects of
Russia where the problem of the budget deficit has not been solved. All regions that have
prepared digitalization projects are counting on co-financing from the federal center.
But, according to information from open sources, out of 1,08 trillion rubles of budgetary
investments in the digital economy, only two sums are accounted for as targeted
investments in the regions: 250 million rubles to bring the security level of significant objects
of critical information infrastructure to the specified values. And 1,4 billion rubles - to
connect Chukotka to a single network. This is another aspect of digital inequality since,
without access to the Internet, it is impossible to use either the State services or the
services of Smart Cities. Still, there are having many problems, especially in the lagging
regions of the Russian Federation with the introduction of modern cellular
communication standards. Only a third of cellular base stations support the modern standard of
mobile Internet - 4G and LTE (Long-Term Evolution). The introduction of the 5G
standard has been postponed until 2022. At the end of 2018, 25% of the population of
Russia does not have Internet access. There is a problem of the lack of curricula and
disciplines in new professions, in fact already existing, but outside the legal field, for
example, specialists in digital assets and blockchain. There is still no centralization and
generalization of regional digital projects, the exchange of experience, developments.
There is no motivation for industrial state-owned enterprises, except for agriculture,
because access to world markets is limited by sanctions, and domestic orders do not
require digital modernization, as the current level of manufacturability is sufficient for
their implementation.</p>
        <p>In conclusion, it should be noted that at this stage of the implementation of the
Digital Economy of Russia program, there are qualitative positive changes that are
supported by society. Besides, these changes will play no less important role in the
formation of high-quality human capital than the development of high-quality social,
transport, and engineering infrastructure. Already, it is comparable in relevance to
investment in housing, kindergartens, schools, universities, hospitals, sports and
entertainment complexes, cultural facilities, transport, energy facilities, utilities.</p>
        <p>Now the digitalization of the economy should occur at a completely different quality
and innovation level, united in a single information system, where human access to
these benefits of civilization is a key task and an essential part of the digitalization of
the economic space of modern Russia. All this will make a person's life full, high
quality. Such an approach to the development of regional infrastructure, as a kind of unified
system today, is due to the need to withdraw several regions from the economic blow
associated with the opposition of the aggressive environment that has developed on the
international market in recent decades. It is important to understand that investing in
the development, modernization, digitalization, and innovation of regional
infrastructure will fill the labor market with qualified personnel, reduce unemployment, increase
people's incomes, quality of life, and form a solid foundation for the functioning of the
digital economy.</p>
      </sec>
    </sec>
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