Estimation of Human Capital Developmant in Ukraine
Hanna Zasorina
1a
and Andrii Karpenko
2b
1
Department of Management and Behavioral Economics, Vasyl’ Stus Donetsk National University, 21, 600-richya str.,
Vinnytsia, Ukraine
2
Economy and Custom Department, “Zaporizhzhya Polytechnic” National University, 64, Zhukovsky Street, Zaporizhzhia,
Ukraine
Keywords: Human Capital Development, Estimation of Human Capital, Post-Industrial Economy, International Indices,
Investment in Human Capital.
Abstract: Human capital is one of the important elements in the formation, competitiveness, and development of the
state. The modern leadership of the developed industrial countries of the world is ensured mainly by the
available human capital and powerful technologies and equipment. Therefore, timely assessment of the level
of human capital development makes it possible to make effective management decisions on the formation of
a competitive economy. The purpose of this article is to study the level of human capital development in
Ukraine using international indices and available statistics. To achieve this goal, the most widely used and
recognized indices measuring human capital (Human Capital Index, Human Development Index, Social
Development Index, Global Competitiveness Index and Global Talent Competitiveness Index) and statistics
from the State Statistics Service and international organizations were used. The results of the study showed
that modern indices of the level of human capital do not reflect its quality. Most often, they show only a
superficial description of human capital in the form of quantitative indicators. Depending on the index, the
assessment of human capital also changes, which leads to different conclusions. In particular, Ukraine
occupies a high position on certain components of human capital, but there are still many unresolved issues
that are destructively reflected in the level of development of the national economy.
1 INTRODUCTION
Most countries are moving to a post-industrial
economy and beginning to form a post-industrial
society. With the socio-economic development of the
state, there is a change in the role of humans.
Understanding the importance of human capital
development is paramount, so there is a redistribution
of investment within the state: more emphasis is
being placed on increasing investment in health,
education, science, social development, and quality of
life. Because these investments are now of the
greatest socio-economic importance: they depend on
the formation, accumulation, and development of
human capital, improving the quality of human
capital, expanding economic opportunities and
improving their quality of life. Today it is very
important to develop human capital. Because it
a
https://orcid.org/0000-0001-6066-9302
b
https://orcid.org/0000-0002-5717-4349
affects not only the economic development of the
state or firm but also increases the competitiveness of
the state (Porter, 1990).
As emphasized in the materials of the report on
the human capital development index for 2019 (The
World Bank, 2020c), although fact that human capital
is one of the main factors in sustainable growth and
poverty reduction, legislatures often cannot justify the
need to invest in human capital. The community is
inclined to accept better construction of roads and
bridges, which can bring economic and political
benefits in a much shorter time, compared to
investing in human capital (including children), the
impact of which is less clear in the current period.
However, over time, developed human capital can
bring much more economic benefits to the state and
the population than infrastructure development and
maintenance.
Zasorina, H. and Karpenko, A.
Estimation of Human Capital Developmant in Ukraine.
DOI: 10.5220/0011347200003350
In Proceedings of the 5th International Scientific Congress Society of Ambient Intelligence (ISC SAI 2022) - Sustainable Development and Global Climate Change, pages 197-207
ISBN: 978-989-758-600-2
Copyright
c
2022 by SCITEPRESS Science and Technology Publications, Lda. All rights reserved
197
Therefore, government officials need to
understand the level of human capital development in
the country. It is customary to use international
indices for this, but they do not provide a
comprehensive understanding of the level of human
capital. Depending on the index, the assessment of
human capital also changes, which leads to different
interpretations (characteristics) of human capital. The
purpose of this article is to analyse the level of human
capital development based on international indices
and to substantiate the completeness and correctness
of the assessment of human capital development in
the country.
2 RESEARCH METHODOLOGY
The study proves that current international indices for
the assessment of human capital do not reflect the
completeness and breadth of data on the quality of
human capital. Depending on the index, the
assessment of human capital also changes, which
leads to different characteristics of human capital.
International indices such as the Human Capital
Index, the Human Development Index, the Social
Development Index, the Competitiveness Index, and
the Talent Competitiveness Index were used in this
study. Currently, these indices are the most widely
used and used in the assessment of human capital.
There were also some limitations in this study.
They were mainly manifested in obtaining statistical
information. Also, these indices do not describe
qualitative indicators in the assessment of human
capital. Therefore, we tried to supplement the
indicators of the indexes and explain the destructive
processes with the available statistical information.
Represented statistical information obtained from the
data of the State Statistical Service of Ukraine
(periodic surveys of the population of Ukraine) and
international organizations.
3 LITERATURE RESEARCH
The gradual transition of countries from industrial to
post-industrial economies is closely related to the
increasing importance of human capital in the
economic and social development of the country. In
the 21st century, the leading positions are occupied
by those countries that have better and better human
capital than natural resources. Interest in the
importance of man in the state and economy began in
ancient Greece. Aristotle drew attention to the
different complexity of work, the level of skills and
abilities of workers. He believed that the higher the
value of the good, the more skilled labour was spent
on its production (Trofimchuk, 2016). He introduced
the concept of ability and began to separate the
abilities related to the capabilities of the organism and
the abilities that a person acquires during practical
implementation. He also noted that a person's creative
qualities are influenced by the conditions of his life,
upbringing and education (Voloshyna, 2014). In his
treatise The Republic, Plato described his vision of an
ideal state and noted that man is a value. He stressed
the responsibility of the state to teach people
according to their skills and talents, which led to the
creation of Plato's education system (Ahmad, 2012).
Attention to the place and importance of man was
paid in the Middle Ages. The thinker of the Arab East
Ibn Khaldun draws attention to the labour origin of
value, based on the fact that most of the accumulated
and directly useful to man is equivalent to the value
of human labour (Trofimchuk, 2016).
Significant development of the theory of human
capital began in the late XIX - early XX century with
the beginning of capitalism. This period is
characterized by attempts to interpret man, his
knowledge, skills, and abilities as capital. Proponents
of the theory of three factors of production considered
it contradictory because individuals themselves
cannot correspond to the category of capital. Instead,
human knowledge, skills, and the ability to work
correspond to the category of capital. Another
direction in economics is the work of researchers who
attribute man himself with his natural qualities to
capital (Vasylchenko et al., 2005). From the
beginning of the concept of "human capital", it was
considered only a social factor of development and
one that required only costs. Only in the first half of
the twentieth century, human capital and man began
to be seen as the centre of the reproductive process
(Khesin, 2019).
The founders of the theory of human capital are
T. Schultz and G. Becker, who received the Nobel
Prize in 1979 and 1992, respectively. T. Schultz
considered human capital as an additional source of
income based on human knowledge, skills and
abilities (Schultz, 1961). Becker saw human capital
as a store of knowledge, abilities, and motivation of
each person. Investing in human capital consists of
schooling, on-the-job training, medical care, vitamin
intake and the acquisition of information on the
economic system. (Becker, 1962).
Shasti and Weil wrote about the importance of
health care. As they noted, this could increase the
income gap between countries by one third (Shastry
& Weil, 2003). Miyamoto wrote about the impact of
foreign investment on human capital formation and
coherence of human capital investment policies
(Miyamoto, 2003).
ISC SAI 2022 - V International Scientific Congress SOCIETY OF AMBIENT INTELLIGENCE
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Thus, the value of man in the modern economy is
growing and it is becoming more important than
natural resources and accumulated wealth of the
country. Because a person can generate new ideas that
can be capitalized, it is the person who becomes one
of the main indicators in the competitiveness of each
country. There is still no single definition of "human
capital", so scientists interpret this concept
differently. Early interpretations of the concept of
"human capital" are aimed at defining the material
aspect through investments in health and education,
which will have an economic effect in the future.
Modern understanding of human capital is based in
addition to internal and external motivation.
Summarizing the work of modern researchers, we
can identify the following important features that are
inherent in human capital: 1) human capital is an asset
that consists of innate qualities (physical,
psychological, intellectual) and acquired qualities
(from education and the environment); 2)
accumulation and development of human capital
requires significant investments from the state,
company, individual; 3) over a period of time, human
capital generates income (Khesin, 2019).
That is, when studying the level of human capital
development, it is necessary to consider the impact of
accessibility and quality of medicine and education,
the level of public and private sector investment in
these areas, the level of human resource motivation
and so on. As world practice shows, all successful
countries began with the advanced development of
the components of national human capital.
However, the national level of human capital is
not exhaustive in research. Often human capital is
considered at the enterprise level. Because initially
the theory of human capital considered human capital
at the macroeconomic level and studied its
development and improvement to increase economic
benefits for the enterprise. Although the main
investment in the preservation, reproduction and
development of human capital comes from the state.
Even though human capital has a long history of
formation, there are still many unresolved issues.
3.1 The Concept of Human Capital
To date, there is no single definition of "human
capital". The definition of this concept depends on the
period of development of economic theory. Early
attempts to interpret human capital were aimed at
determining the place of a man in production. The
modern understanding of human capital is not very
different from early interpretations and some of them
are based on internal and external human motivation:
Becker noted that investing in human capital
includes schooling, on-the-job training, health care
and vitamin intake, and knowledge of the economic
system. Thus, improving physical and mental abilities
increase real income (Becker, 1962)
Schultz viewed human capital through the
prism of human investment. He considered investing
in education, health and internal migration for better
employment to be the main areas of investment
(Schultz, 1961)
Knowledge, qualifications, skills and other
qualities that the individual has and that are important
for economic activity (OECD, 2001)
Human capital is the knowledge, skills,
competencies and attributes embodied in individuals
that contribute to personal, social and economic well-
being (OECD, 2009)
Formed and developed as a result of
investment and accumulated a certain amount of
health, knowledge, skills, abilities, motivations,
which is purposefully used in a particular field of
economic activity, increases productivity and thus
affects the growth of income, profits and profits
national income (Kolot et al., 2009)
Each of the above mentioned scientists in his
definition draws attention to certain components: the
functional side of human capital, its ability to
generate income, the essential characteristics as a
form of the personal factor of production, etc.
(Davydiuk, 2008). Early interpretations are aimed at
determining the material aspect through investments
in health, education, which will have an economic
effect in the future. That is, they focus on the
knowledge, abilities and skills of human capital.
Modern definitions of capital have a broad
interpretation. Here, scientists focus on the potential
knowledge, abilities and skills of human capital and
the possibility of obtaining them. The importance of
stimulating and motivating employees to personal
development and employment is noted. However,
gradually this category is filled with additional
qualitative characteristics: psychophysiological,
socio-psychological and business (Davydiuk, 2008).
Thus, it can be argued that human capital is an
asset that a person has in the form of innate qualities
(physical, psychological, intellectual), as well as
abilities that a person acquires during life
(knowledge, skills, abilities, motivation) that need
significant investment and generate income over a
period of time (Kompaniets, 2008).
4 BASIC METHODS OF HUMAN
CAPITAL EVALUATION
In modern conditions, the issue of conducting a
comprehensive assessment of human capital at the
Estimation of Human Capital Developmant in Ukraine
199
macroeconomic level remains relevant. In most cases,
national human capital is calculated based on
indicators related to education, science, and health.
But the assessment of human capital should be based
not only on the above three indicators. The
methodology of human capital assessment should
reflect not only the quantitative characteristics of
human capital, but also qualitative.
Today, the main method of estimating human
capital is international indices. The development of
indices and their calculations are mainly done by
international organizations: the World Economic
Forum, the Organization for Economic Cooperation
and Development, the European Bank for
Reconstruction and Development, the United
Nations, and others. All indices can be divided into
those that measure individual components of human
capital (Human Development Index, Global
Competitiveness Index, Social Development Index,
Global Talent Competitiveness Index), and those that
measure human capital (Human Capital Index).
In addition to these, other indices can indirectly
assess human capital and its productivity: the
knowledge economy index, the prosperity index, the
crime index and more. However, the most accepted
indices for assessing human capital are the Global
Competitiveness Index, the Global Talent
Competitiveness Index, the Social Development
Index, the Human Development Index, which until
recently was considered the mainstay of human
capital assessment, and the Human Capital Index.
4.1 Human Capital Index
The Human Capital Index (HCI) has been calculated
by the World Bank since 2018. The purpose of the
index is to show the economic losses, the amount of
lost income and the long-term consequences of
insufficient investment in health care and youth
education (Corral et al., 2021; The World Bank,
2020c). This index shows the quality of mobilization
of economic and professional potential of the
population (The World Bank, 2020c). The index
consists of three main indicators: survival (share of
children over 5 years of age), school (quantity and
quality of education) and health (adult survival rate
and healthy growth among children) (The World
Bank, 2020c).
The Human Capital Index quantifies the
importance of health and education for next-
generation productivity. Countries use it to determine
how much of their income they lose due to human
capital shortages, and how quickly they will turn
those losses into achievements if they act without
delay. The results of the new PISA survey were taken
into account during the review. The index is a total
indicator of the level of human capital that a person
can accumulate today from birth to 18 years, taking
into account the risks associated with low levels of
health and education in the country in which he lives.
An important feature of the index is that, based on
thorough microeconometric studies, it measures the
contribution of health and education systems to the
productivity of individuals and countries.
4.2 Human Development Index
The Human Development Index was established by
the United Nations Development Program and was
first published in 1990 (UNDP, 1990). The Human
Development Index is an indicator of achievement on
the following indicators: long and healthy life, access
to knowledge and a decent standard of living (UNDP,
2020). These indicators are measured as life
expectancy at birth, the average level of schooling for
adults aged 25 and over and the expected years of
schooling for school-age children, GDP per capita
(Human Development Index (HDI), 2020).
Although the Human Development Index and the
Human Capital Index are very similar at first glance
and consider human abilities as a key condition, the
methodology of calculation in them is different, they
complement each other. The Human Development
Index is the total measure of the average values of
indicators (high life expectancy and healthy lifestyle,
high level of awareness and decent standard of
living). The Human Capital Index links individual
results in human capital development to productivity
and income levels. It is a predictive measure of the
impact that current health and education outcomes
(including a new methodology for measuring school-
based learning) will have on the productivity of the
next generation of workers.
4.3 Social Development Index
The Social Development Index has been calculated
by the American non-governmental organization
Social Progress Imperative with the support of
Deloitte since 2011 (Deloitte, 2019; Michael et al.,
2020). This index is based on non-economic aspects
of social activity (Michael et al., 2020). The Social
Development Index is a tool that measures the
satisfaction of people's needs: comfortable housing,
satisfactory nutrition, a sense of security, level of
communication and attitude towards people
depending on their race, gender, sexual orientation.
The main goal of the index is to improve the quality
of people's lives (Social Progress Index, 2020). This
Index provides a detailed analysis of citizens' access
to a wide range of opportunities, including the
ISC SAI 2022 - V International Scientific Congress SOCIETY OF AMBIENT INTELLIGENCE
200
provision of basic services, social opportunities,
health, education, housing, law enforcement,
protection of personal rights and freedom from
discrimination (Indeks sotsialnoho rozvytku, 2015).
In total, the index takes into account 50 indicators,
which are grouped into three main groups: basic
human needs, well-being and opportunities («Social
Progress Index 2020», 2020).
The Social Development Index is likely to show
the level of human capital development in each
country. It reflects the qualitative characteristics of
the conditions in which human capital is formed and
developed. The higher the social development of the
population is, the higher the well-being of each
citizen. With favourable living conditions and a
decent income, a person can afford to buy and
accumulate more wealth, and therefore has more
opportunities for personal development and
investment in their human capital.
4.4 Global Competitiveness Index
The main idea for calculating this index has belonged
to Klaus Schwab since 1979. This index was
published at the World Economic Forum from 2005.
Xavier Sala-y-Martin and WEF developed the Global
Competitiveness Index (Schwab, 2015). The
methodology for calculating the index has changed
several times: in 2007, in 2018 (Schwab, 2015, 2018).
After the change in the calculation methodology,
not only the macroeconomic indicators of the country
are taken into account, but also some indicators
related to human capital and its ability to increase the
level of competitiveness of the state. The index takes
into account the following indicators: institutions,
infrastructure, ICT adoption, macroeconomic
stability, health, skills, commodity market, labour
market, financial system, market size, business
dynamism, innovation opportunities (Schwab, 2019).
In 2020, the WEF suspended calculations of the
Global Competitiveness Index. Instead, ways to
rebuild and transform the economy during the
COVID-19 pandemic were suggested (Schwab,
2020).
4.5 The Global Talent Competitiveness
Index
This annual study is prepared by the INSEAD
International Business School in partnership with the
Adecco Group and the Singapore Institute for Human
Capital Leadership (HCLI) (Balland et al., 2015) .
It examines the impact of technological change on
the competitiveness of talent and confirms that
despite the trend of crowding out jobs at all levels by
technology, technology is also creating new
opportunities. The key skills that are key to success
are the ability to work with both new technologies and
people, flexibility and collaboration (Balland et al.,
2015) .
The total index is calculated on the basis of the
arithmetic mean of six criteria: market and regulatory
conditions in the labour market; career opportunities;
opportunities for employers to attract talent from
around the world (Talent Attraction Index); ability to
retain qualified personnel; production skills of
employees and global knowledge (INSEAD, 2018).
5 ESTIMATION OF HUMAN
CAPITAL DEVELOPMENT IN
UKRAINE
5.1 Human Capital Index
According to the Human Capital Index, Ukraine
ranks above average (World Bank, 2020). The results
that were in 2010 and in 2020 have not changed and
are 0.63 points (fig.1) (The World Bank, 2020c,
2020b). On the one hand, this means that the
Ukrainian government has not implemented
significant reforms in the last 10 years, and on the
other hand, the first returns from investing in human
capital can be felt in more than 10 years.
Analysing all indicators of the human capital
index, we can see the deterioration of all indicators,
except the Probability of Survival to Age of 5 and
Survival Rate from Age of 15-60 (table 1). Currently,
the average student spends 12.9 years in school before
the age of 18, while in 2010 the student spent 13.1
years before the age of 18. At the same time, the
average years of schooling decreased from 10.27
years according to 2010 data to 9.9 years in 2020.
Source: (The World Bank, 2020b)
Figure 1: Human Capital Index of Ukraine
0,63
0,65
0,64
0,63
0,62
0,625
0,63
0,635
0,64
0,645
0,65
0,655
2010 2017 2018 2020
Estimation of Human Capital Developmant in Ukraine
201
There was also a deterioration in the harmonized
test results of schoolchildren from 490.09 points in
2010 to 478 points on a scale of 625 – high level, 300
minimum (The World Bank, 2020a). That is,
Ukraine occupies a middle position in terms of the
quality of education. In 2018, a PISA study showed
that the average score of Ukrainian students in
reading is 465.95, in Mathematics 453.12, and in
Natural Sciences 468.99 (Mazorchuk et al., 2019).
First, the results of Ukrainian students are lower than
the OECD average in all three fields (the average for
OECD countries in reading is 488.89 points,
Mathematics 492.03 and Science 490.78). The
difference in the performance of students in Ukraine
compared to the average values in OECD countries in
Reading is 23 points, in Mathematics 39, and in
Science –22. This difference is close to the equivalent
of one year of study (Mazorchuk et al., 2019; OECD,
2018). Only 74.1% of Ukrainian 15-year-olds have
reached the basic level of reading literacy, while on
average in OECD countries this figure reaches about
77%, 64.0% of adolescents have reached the basic
level of mathematical literacy, in the OECD 76%
male and female students, 73.6% – science literacy in
Ukraine and about 78% in the OECD (Mazorchuk et
al., 2019; OECD, 2019).
The difficulty of calculating the human capital
index is manifested in the fact that some indicators
"Fraction of Children Under 5" are not covered at all
due to lack of statistics in Ukraine, and the indicator
"Harmonized Test Scores" in 2020 contained the
results of the Pisa survey for 2018. That is, these two
indicators change the results of the index.
The General Health Services Coverage Index
(UHC) (0 to 100) measures coverage of basic health
services based on follow-up interventions. In
Ukraine, the UHC Index rating is 68 (2017). Social
SafetyNet accounts for 40 percent (2016) of the
poorest quintile covered by social safety nets.
According to the report on the Human Capital Index
in Ukraine (The World Bank, 2020a), 99 out of 100
children live to 5 years; 81% of 15-year-olds will live
to 60 years. In Ukraine, the probability of dying
between the ages of 30 and 70 from cardiovascular
disease, cancer, diabetes or chronic respiratory
diseases is 25 percent (2016 data).
Table 1: Overall assessment of the components of the
human capital index for Ukraine, 2010-2020.
Series Name 2010 2017 2018 2020
Expected Years of
School
13,1 13,0 12,9 12,9
Fraction of Children
Under 5 Not Stunte
d
.. .. .. ..
Harmonized Test
Scores
490 490 490 478
Human Capital Index
(
HCI
)
(
scale 0-1
)
0,63 0,65 0,64 0,63
Learning-Adjusted
Years of School
10,3 10,2 10,1 9,9
Probability of
Survival to A
g
e 5
0,99 0,99 0,99 0,99
Survival Rate from
A
g
e 15-60
0,77 0,81 0,81 0,81
Source: (The World Bank, 2020b)
For 10 years in Ukraine the efficiency of
education has decreased, the final knowledge, which
is the basis for further accumulation of knowledge
and its use. Thus, Ukraine ranks high in the Human
Capital Index and the Human Development Index not
because of the quality of education, but because of the
duration of education and the number of people with
education.
5.2 Human Development Index
According to the Human Development Index,
Ukraine is one of the countries with a high level of
human development. Since 2010, Ukraine has shown
slow but steady progress in human development.
There was a slight decrease in points in 2015, which
is due to hostilities in the east of the country.
High indicators of the index are achieved through
education, namely the number of educated people and
the number of years spent on education.
Recently, the standard of living in Ukraine,
determined by gross national income (GNI) per
capita, has increased slightly: by about 9% in 2015-
2017 education, life expectancy and income among
women and men in different countries.
Source: (Conceição, 2020)
Figure 2: Human Development Index of Ukraine
According to the Constitution of Ukraine, the
population has the right to medical care. Modern
reform of the medical sphere has made it much more
difficult to obtain medical services, and for the most
part encourages people to turn to private doctors or
0,755
0,771
0,765
0,771
0,774
0,779
0,74
0,745
0,75
0,755
0,76
0,765
0,77
0,775
0,78
0,785
2010 2014 2015 2017 2018 2019
ISC SAI 2022 - V International Scientific Congress SOCIETY OF AMBIENT INTELLIGENCE
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refuse treatment altogether due to significant
financial difficulties and the high cost of relevant
health services. According to the State Statistical
Service in 2019, 98.4% of all surveyed households
sought medical care, of which 24.4% were unable to
receive medical care, purchase medicines and
medical equipment (Derzhavna sluzhba statystyky
Ukrainy, 2021). According to the respondents, the
main difficulty in receiving medical care was not long
queues, but the lack of necessary drugs or medical
equipment or the difficulty of obtaining medical
procedures, hospitalization, and too high cost of
treatment.
Shastri and Weil believe that health care increases
the income gap between countries by one third
(Shastry & Weil, 2003). It can be argued that due to
the existing differentiation of countries in their way
of life and social status, there is a negative or positive
reflection of these factors on the health, energy of the
population, their potential for work. Thus, in
countries with high or above average incomes, the
population has greater opportunities for balanced
nutrition, timely and quality health care, opportunities
to obtain safe jobs that affect life expectancy. Thus,
on average over eight years, the average difference in
life expectancy between Ukraine and Poland was 6.04
years, between Hungary 4.3 years, Estonia 5.9
years, and between the EU28 8.3 years (the author
on the basis of state Statistics Service, 2019).
Although life expectancy in Ukraine has increased
over the last 10 years, it is still lower than in European
countries and lower than the EU average. This is
mainly due to the premature death of Ukrainians due
to various diseases, especially men who live about ten
years less than women. Today it is not enough to live
a certain number of years. Throughout the life, a
person must remain active and healthy for the
constant development of their human capital.
Therefore, it is necessary to reduce the risk of disease
and change lifestyles. This requires, first of all, good
funding.
5.3 Social Development Index
As for the social development index, compared to
previous years, all indicators remained almost
unchanged. There was a slight improvement in the
indicators "access to information and
communication", "freedom of choice and personal
freedom", "access to higher education". At the same
time, a slight deterioration is observed in the
indicators of "personal security" and "tolerance".
Source: (Social Progress Index. Data base, 2020)
Figure 3: Overall assessment of the social development
index for 2015-2020
The above studies show a close relationship
between the level of development of the state, the
level of investment in the social sphere (human
capital) and the level of development and quality of
human capital of the state. This is because developed
countries have more financial resources to invest in
human capital and improve the socio-economic
environment of the state (education, health,
improving working conditions (creating a favourable
environment)). But, on the other hand, we can
observe the opposite: quality human capital affects
the development of the state (better socio-economic
results): improving the quality of life, creating and
implementing innovations and so on.
5.4 Global Competitiveness Index
With the development of new technologies there is a
need for highly qualified personnel (Bublyk &
Shakhno, 2018). Therefore, there is a change in the
traditional concept of labour. Thus, the importance of
human intellectual abilities increases (World Bank,
2019). Today more than 50% of the GDP of the
largest OECD countries is created in areas that are
based on knowledge (Bublyk & Shakhno, 2018).
Therefore, skills for human capital are crucial.
With the change in the methodology of
calculating this index, there are criteria that assess and
forecast the assessment of human capital: Current
workforce, Skills of current workforce, Future
workforce, Skills of future workforce. In 2019,
compared to 2018, Ukraine improved the results of
0
50
100
150
0
20
40
60
80
100
2015 2016 2017 2018 2019 2020
Basic Human Needs
Foundations of Wellbeing
Opportunity
Social Progress Index
SPI Rank
Estimation of Human Capital Developmant in Ukraine
203
most indicators. The results of Mean years of
schooling (Current workforce indicator) and School
life expectancy (Future workforce indicator)
remained unchanged: 69.3 and 83.3 points.
As you can see, in one year the degree of
investment of Ukrainian companies in the
development and training of their staff has increased
(Table 3). At the same time, the quality of staff
training and the level of skills of graduates required
for business have slightly increased. Despite small
improvements, Ukrainian companies are in no hurry
to invest in the development of their staff, developing
their skills, interacting with universities and
supporting students. Therefore, this is reflected in the
quality of the workforce and its training (Karpenko et
al., 2021). This is confirmed by the Ease of finding
skilled employees’ criterion, which has hardly
changed this year and in 2019 amounted to 56.7
points. That shows the significant difficulty in
companies in finding staff with the necessary skills.
With the development of Industry 4.0, the
population's need for digital skills is increasing. The
concept of Industry 4.0 is the digitization of the
industrial process (Xu et al., 2021). Thus, there is a
transition of biological and physical systems in
cyberbiological and cyberphysical, the emergence of
the Internet of Things, robotics, artificial intelligence,
eHealth and more. However, it is impossible to
achieve the above and their development without the
development of the necessary skills and
competencies, especially digital (Karpenko &
Zasorina, 2020). According to the Global
Competitiveness Index, the digital skills of active
users are close to average. This means that in 2019,
57.9% of the active population of Ukraine had
sufficient digital skills. Similar results were shown by
a study conducted by the Ministry of Digital
Transformation of Ukraine in 2019 (Tsyfrova
hramotnist naselennia ukrainy, 2019). According to
this study, the digital skills of the population are
below average and only 53% of the population of
Ukraine have digital skills below average (Tsyfrova
hramotnist naselennia ukrainy, 2019).
Table 3: Assessment of skills according to the Global
Competitiveness Index
Criteria 2018 2019
Current workforce
Mean years of schooling 69,3 69,3
Skills of current workforce
Extent of staff training 46,6 50,4
Quality of vocational training 51,5 53,4
Skillset of graduates 52,1 54,5
Digital skills among active population 57,2 57,5
Ease of finding skilled employees 56,3 56,7
Future workforce
School life expectancy 83,3 83,3
Skills of future workforce
Critical thinking in teaching 47,1 52,6
Pupil-to-teacher ratio in primary
education
93,1 92,5
Source: Index (Schwab, 2018, 2019)
Thus, this index showed how poor human capital
affects the level of competitiveness of the country and
the deepening of problems in the labour market.
5.5 The Global Talent Competitiveness
Index
Today, Ukraine ranks middle (Fig. 4) in the global
competitiveness index and is the most efficient
country with below-average incomes and the only
economy in its income group, which is located in the
top half of the ranking (INSEAD, 2021b). Ukraine is
consistently the only country with a below-average
income to be ranked second in the annual rankings.
Other low-income countries are in the third and lower
quartiles of the annual ranking (INSEAD, 2021b).
Source:(Balland et al., 2015; INSEAD, 2018, 2020, 2021a;
Lanvin & Evans, 2016)
Figure 4: The value of the main criteria of the Global Talent
Competitiveness Index for Ukraine for 2015-2021.
0
50
100
150
0
20
40
60
80
100
120
Enable
Attract
Grow
Retain
Vocational and Technical Skills
Global knowledge Skills
Rank
Sum of countries
ISC SAI 2022 - V International Scientific Congress SOCIETY OF AMBIENT INTELLIGENCE
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Ukraine shows good results on two indicators:
vocational and global skills and global skills and
growth, 69, 36 and 57 places respectively. These
indicators are due to high performance in high-level
skills (24th place) and formal learning (46th place).
Ukraine's regulatory landscape, access to growth
opportunities, the spread of the foreign property and
the preservation of the brain are the most degraded in
terms of indicators.
6 CONCLUSIONS
To conclude, in this paper we analysed the dynamics
of human capital in Ukraine according to various
international indices: human capital index, human
development index, social development index, global
competitiveness index and global talent
competitiveness index. Insufficient attention to the
development of human capital at the state level leads
to significant social losses: low quality of life, low
incomes, reduced welfare. This is partly due to
insufficient funding (investment) in human capital. In
the leading areas, such as education, health care,
social spending to support the population.
Despite the relatively high level of education of
the population of Ukraine, the quality of knowledge
that they receive and can further apply in the
workplace, corresponds to the average level. This
means that it is difficult for a modern employer to find
a skilled worker who would meet all his needs and
meet the needs of the modern labour market. But
thorough cooperation between employers and
government officials can be remedied. Thus, in
general, the solution to the problems of inefficient
formation and use of human capital can be solved
through close cooperation: initiated by leaders of
education, research and government agencies and
business to develop a common agenda.
The situation is complicated by indicators of
political instability, brain drain, insufficient financial
resources for investment in human capital.
REFERENCES
Ahmad, R. E. (2012). Significance of human capital. British
Journal of Humanities and Social Sciences, 7(2), 1–8.
https://www.researchgate.net/publication/344781727
Balland, P.-A., Boschma, R., Frenken, K., Kakko, I., &
Mikkelä, K. (2015). The Global Talent
Competitiveness Index 2017. В Brunо Lanvin & P.
Evans (Eds), Regional Studies (Vol 49, Number 6).
Becker, G. S. (1962). Investment in Human Capital: A
Theoretical Analysis. Journal of Political Economy,
70(5), 9–49. http://www.jstor.org/stable/1829103
Bublyk, M., & Shakhno, A. (2018). the Role of
Socialization of Human Capital Development in Global
Competition Conditions. Economic Analysis, 28(4),
295–304. https://doi.org/10.35774/econa2018.04.295
Conceição, P. (2020). The Next Frontier: Human
Development and the Anthropocene. В Human
Development Report 2020. United Nations
Development Programme.
http://hdr.undp.org/en/2020-report
Corral, P., Dehnen, N., D’Souza, R., Gatti, R., & Kraay, A.
(2021). The World Bank Human Capital Index. В
Barbara Fraumeni (Ed), Measuring Human Capital (pp
55–81). Elsevier. https://doi.org/10.1016/B978-0-12-
819057-9.00001-9
Davydiuk, T. V. (2008). Evoliutsiia poniattia «liudskyi
kapital». Problemy teorii ta metodolohii
bukhhalterskoho obliku, kontroliu i analizu.
Mizhnarodnyi zbirnyk naukovykh prats, 3(12), 175–
182.
Deloitte. (2019). Ukraina posila 80 mistse za rivnem
sotsialnoho rozvytku.
https://www2.deloitte.com/ua/uk/pages/press-
room/press-release/2019/ukraine-spi-2018.html
Derzhavna sluzhba statystyky Ukrainy. (2021).
Samootsinka naselenniam stanu zdorovia ta rivnia
dostupnosti okremykh vydiv medychnoi dopomohy u
2020 rotsi.
http://www.ukrstat.gov.ua/druk/publicat/kat_u/2021/z
b/03/zb_snsz_20.pdf
Human Development Index (HDI). (2020).
http://hdr.undp.org/en/content/human-development-
index-hdi
Indeks sotsialnoho rozvytku. (2015).
https://www2.deloitte.com/ua/uk/pages/press-
room/research/social-progress-index-2015.html
INSEAD. (2018). The Global Talent Competitiveness Index
2018: Diversity for Competitiveness (Bruno Lanvin &
P. Evans (Eds)). INSEAD.
INSEAD. (2020). The Global Talent Competitiveness Index
2020: Global Talent in the Age of Artificial
Intelligence. INSEAD.
https://doi.org/10.4324/9781315474687-10
INSEAD. (2021a). The Global Talent Competitiveness
Index 2019: Entrepreneeurial Talent and Global
Competitiveness. INSEAD.
https://www.taylorfrancis.com/books/9781315474687/
chapters/10.4324/9781315474687-10
INSEAD. (2021b). The Global Talent Competitiveness
Index 2021: Talent Competitiveness in Times of
COVID. https://doi.org/10.4324/9781315474687-10
Karpenko, A., & Zasorina, H. (2020). Tsyfrova hramotnist
naselennia Ukrainy v umovakh tsyfrovoi
transformatsii. В R. Bernátová & T. Nestorenko (Eds),
Vzdelávanie a spoločnosť V (pp 303–311). Prešovská
univerzita v Prešove.
Karpenko, A., Zasorina, H., & Karpenko, N. (2021).
Developing Workforce Skills for Industry 4.0. В M. E.
Auer & T. Rüütmann (Eds), Visions and Concepts for
Education 4.0 (pp 56–64). Springer International
Estimation of Human Capital Developmant in Ukraine
205
Publishing. https://doi.org/10.1007/978-3-030-67209-
6_7
Khesin, E. (2019). Great Britain: Investment in Human
Capital as a Factor of Innovative Development.
Contemporary Europe, 4(90), 49–59.
https://doi.org/10.15211/soveurope420194959
Kolot, A. M., Hrishnova, O. A., & Herasymenko, O. O.
(2009). Ekonomika pratsi ta sotsialno-trudovi
vidnosyny (A. M. Kolot (Ed)). KNEU.
Kompaniets, V. V. (2008). Liudskyi kapital: vyznachennia,
osoblyvosti, vidtvorennia. 281–284.
http://stp.diit.edu.ua/article/viewFile/15793/37569
Lanvin, Bruno, & Evans, P. (2016). The Global Talent
Competitiveness Index: Talent Attraction and
International Mobility 2015-16 (Bruno Lanvin & P.
Evans (Eds)). INSEAD.
Mazorchuk, M., Vakulenko, T., Tereshchenko, V., Bychko,
H., Shumova, K., Rakov, S., & Horokh, V. (2019).
Natsionalnyi zvit za rezultatamy mizhnarodnoho
doslidzhennia yakosti osvity PISA-2018.
https://testportal.gov.ua//wp-
content/uploads/2019/12/PISA_2018_Report_UKR.pd
f
Michael, G., Jaromir, H., & Petra, K. (2020). 2020 Social
Progress Index: Executive Summary. В Social Science
Information.
https://www.socialprogress.org/static/37348b3ecb088
518a945fa4c83d9b9f4/2020-social-progress-index-
executive-summary.pdf
Miyamoto, K. (2003). Human capital rormation and
foreign direct investmentin developing countries. 09,
55.
OECD. (2001). The Well-being of Nations: The role of
human and social capital. Executuve summary.
https://www.oecd.org/education/innovation-
education/1870573.pdf
OECD. (2009). The Value of People. В Human Capital:
How what you know shapes your life (pp 22–37). OECD
Publishing.
https://doi.org/https://doi.org/10.1787/9789264029095
-3-en
OECD. (2018). Pisa 2018 Database.
https://www.oecd.org/pisa/data/2018database/
OECD. (2019). PISA-2018. Rezultaty. (Tom I). Shcho uchni
znaiut ta vmiiut robyty: Mizhnarodnyi zvit za
rezultatamy mizhnarodnoho doslidzhennia yakosti
osvity PISA-2018. UTsOIaO.
Porter, M. E. (1990). The competitive advantage of nations.
Harvard Business Review, 68(2), 73–93.
Schultz, T. W. (1961). Investment in Human Capital. The
American Economic Review, 51(1), 1–17.
http://www.jstor.org/stable/1818907?origin=JSTOR-
pdf
Schwab, K. (2015). The Global Competitiveness Report
2015-2016. В K. Schwab (Ed), World Economic
Forum. the World Economic Forum.
https://www3.weforum.org/docs/gcr/2015-
2016/Global_Competitiveness_Report_2015-2016.pdf
Schwab, K. (2018). The Global Competitiveness Report
2018. В K. Schwab (Ed), World Economic Forum
. the
World Economic Forum.
Schwab, K. (2019). The Global Competitiveness Report
2019. В K. Schwab (Ed), World Economic Forum.
World Economic Forum.
http://www3.weforum.org/docs/WEF_TheGlobalCom
petitivenessReport2019.pdf
Schwab, K. (2020). The global competitiveness report:
How countries are performing on the road to recovery.
В K. Schwab & S. Zahidi (Eds), World Economic
Forum.
www3.weforum.org/docs/WEF_TheGlobalCompetitiv
enessReport2020.pdf
Shastry, G. K., & Weil, D. N. (2003). How Much of Cross-
Country Income Variation is Explained by Health?
Journal of the European Economic Association, 1(2–3),
387–396.
https://doi.org/10.1162/154247603322391026
Social Progress Index. Data base. (2020). The Social
Progress Imperative.
Social Progress Index. (2020). Mission.
https://www.socialprogress.org/mission
Social Progress Index 2020. (2020). В Choice Reviews
Online.
https://www.socialprogress.org/static/8dace0a5624097
333c2a57e29c2d7ad9/2020-global-spi-findings.pdf
The World Bank. (2020a). 2020 HCI: Country Briefs and
Data. Ukraine (Number October).
https://databank.worldbank.org/data/download/hci/HC
I_2pager_UKR.pdf?cid=GGH_e_hcpexternal_en_ext
The World Bank. (2020b). Human Capital Index.
DataBank. The World Bank.
https://databank.worldbank.org/source/human-capital-
index/Type/TABLE/preview/on#
The World Bank. (2020c). Human Capital Project.
https://www.worldbank.org/en/publication/human-
capital#Index
Trofimchuk, T. M. (2016). Henezys teorii liudskoho
kapitalu. Naukovyi visnyk Mizhnarodnoho
humanitarnoho universytetu, 29–34.
http://www.vestnik-
econom.mgu.od.ua/journal/2016/16-2016/8.pdf
Tsyfrova hramotnist naselennia ukrainy. (2019). Tsyfrova
hramotnist naselennia ukrainy.
UNDP. (1990). Note on Human Development. Index:
Methodology (pp 149–157). United Nations
Development Programme.
http://www.dif.mp.gov.in/zoldweb/mphdr/Methodolog
y_E_1995.pdf
UNDP. (2020). 2020 HDR Technical Notes (HDR
Technical Notes).
http://hdr.undp.org/sites/default/files/hdr2020_technic
al_notes.pdf
Vasylchenko, V., Hrynenko, A., Hrishnova, O., & Kerb, L.
(2005). Upravlinnia trudovym potentsialom. КНЕУ.
https://buklib.net/books/21930/
Voloshyna, S. V. (2014). Paradyhma liudskoho kapitalu
yak vidobrazhennia umov suspilnoho vyrobnytstva.
Visnyk Odeskoho natsionalnoho universytetu imeni I.I.
ISC SAI 2022 - V International Scientific Congress SOCIETY OF AMBIENT INTELLIGENCE
206
Mechnykova, 2(1), 8–13.
http://nbuv.gov.ua/UJRN/Vonu_econ_2014_19_2%28
1%29__3
World Bank. (2019). World Development Report 2019: The
Changing Nature of Work. Washington, DC: World
Bank. https://doi.org/10.1596/978-1-4648-1328-3
World Bank. (2020). The Human Capital Index 2020
Update. World Bank, Washington, DC.
https://doi.org/10.1596/34432
Xu, X., Lu, Y., Vogel-Heuser, B., & Wang, L. (2021).
Industry 4.0 and Industry 5.0—Inception, conception
and perception. Journal of Manufacturing Systems, 61,
530–535. https://doi.org/10.1016/j.jmsy.2021.10.006
Estimation of Human Capital Developmant in Ukraine
207