unemployed and employed population
(Kapelyushnikov and Oshchepkov, 2014). In
statistics, the number of vacancies is estimated
through the indicator "employers' declared need for
workers", which raises questions about the adequacy
of this measurement. Thus, Gimpelson V.E. (2004)
believes that the declared need for workers is far from
being identical to the solvent demand for labor and
job creation. Tkachenko A.A. and Ginoyan A.B.
(2017) express a more categorical point of view.
There is no statistical basis for forecasting the
economy's needs in qualified personnel and high-
demand professions in Russian reality. Moreover,
given hidden unemployment, shadow, and secondary
employment, the proposed indicators cannot be
adequate (accurate) measures of labor demand and
supply.
To get away from objectively existing limitations
in statistical accounting, in the framework of this
study, the demand for labor and its supply are
described not by separate indicators but by a set of
indicators - two sets of indicators (vectors) that
characterize the factors of their formation. The
proposed author's approach to the analysis of
matching between the demand for labor and its supply
consists of a dynamic assessment of the closeness of
the relationship between the two sets of indicators
describing their factors.
2 LABOUR DEMAND AND
SUPPLY FACTORS
The scientific and academic literature considers the
main macroeconomic conditions and trends as factors
shaping the demand for labor. The study by E.S.
Mironova (2010) describes this formation process as
follows: rather high economic growth rates determine
the expansion of demand for labor, and, conversely,
under the impact of production decline, a significant
part of the labor force is released. Moreover, the
investment component of economic growth matters
for the formation of demand for labor. In the textbook
prepared by the Institute of Economic Forecasting of
the Russian Academy of Sciences and the Moscow
School of Economics of MSU (Ivanter et al., 2007),
this is explained by the fact that growth of production
and investment creates new jobs. Uzyakova E.S.
(2011) also considers gross output and the amount of
capital employed as basic indicators that determine
the economy's demand for labor, as they reflect the
scale of production.
In addition, the demand for labor is determined by
the demand for goods in society (Ermolaeva, 2015),
which is consistent with the Marshall-Hicks laws -
laws of derived demand: the demand for factors of
production (including labor) is derived from the
demand for the final product. As noted by S.S.
Nosova (2001) and F.N. Mailyan (2009), the
following factors underlie the changes in demand for
labor:
changes in the demand for a product: all else
being equal, a change in the demand for a
product that is produced by a particular type of
labour will lead to a shift in the demand for
labour in the same direction;
change in labor productivity: if other factors
remain unchanged, a change in labor
productivity leads to a unidirectional change in
the labor demand curve
change in price of other resources: the change
in price of one resource on the demand of
another resource depends on the degree of
interchangeability or complementarity of these
resources.
The supply of labour is determined by the
availability of labour and its quality. Supply is
influenced by demographic and migration trends
(Ivanter et al., 2007). Demographic processes shape
the potential size of the labor force and its separate
age groups (Ahapkin, 2012), while immigration flows
are a resource for its increase (Uzyakova, 2011). The
determining factor of labor supply in terms of its
quality is the level of professional training.
The literature review showed that macroeconomic
trends (economic growth, scale of production,
investment, consumer demand, and labor
productivity) are the main drivers of labor demand.
The main factors of labor supply are demographic and
migration trends, as well as the level of professional
education of the population.
3 SURVEY DATA
The statistical base for the study was Rosstat data by
Russian regions, including the results of sample labor
force surveys. The period from 2000 to 2019 is
chosen as the analyzed time series because, on the one
hand, it allows us to estimate the indicators of
interrelation quite correctly, and, on the other hand, it
is still possible to study the dynamics. Following the
factors of formation of demand for labor and its
supply identified based on the literature review,
indicators have been selected. Indicators of labor
demand and supply factors are shown in Table 1.