Modeling of employment structural transformations

Ільїч, Людмила Миколаївна and Глушак, Оксана Михайлівна and Семеняка, Світлана Олексіївна (2020) Modeling of employment structural transformations Фінансово-кредитна діяльність: проблеми теорії та практики (1(32)). pp. 251-259. ISSN 2306-4994

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Abstract

The article presents the modelling of structural transformations in the employment of the population by the algorithm: 1) forming a database and establishing the type of mathematical model; 2) identification of variables; 3) exploring the forms of correlation between factor features and the resulting variable; 4) parameterization of data; 5) drawing up the regression equation; 6) economic interpretation of the results, in particular, the calculation of elasticity coefficients; 8) validation of the model for adequacy (calculation of errors of approximation, correlation coefficients and determination); 9) validation of the model for statistical significance (Fisher criterion and Student’s t-test); 10) forecasting: calculation of confidence intervals. It is formed the statistical research base of the level dependence of the Ukrainian population employment (selected regions) on a number of factors (share of full-time workers with higher education in % to accounting number; growth rate of labor productivity; growth rate of average wages; capital investment index; coverage ratio). The research was made due to data of the State Statistics Service of Ukraine in the period of 2000—2016 in the Dnipropetrovsk, Kharkiv, Kyiv and Vinnytsia regions. The dynamics of growth of selected factors for each region for the period 2000— 2016 is considered. It is established and determined the economic and mathematical models of the level dependence of the Ukrainian population employment (region) on the influence of selected factors for Dnipropetrovsk, Kharkiv, Kyiv and Vinnitsa regions. The comparative analysis of the obtained results is carried out. It is established that the determinants that influence the dynamics of employment growth for the industrial regions of Dnipropetrovsk and Kharkiv regions are the factors reflecting the share of full-time employees with higher education, growth rate of labor productivity and the coefficient of export coverage. It is made a comparative analysis of the built regional models (Dnipropetrovsk, Kharkiv, Kyiv and Vinnytsia regions) with a mathematical model of multiple regression for the analysis of structural changes in the employment of the population of Ukraine

Item Type: Article
Uncontrolled Keywords: regional economy; structural transformation; employment; econometric modeling
Subjects: Статті у наукометричних базах > Index Copernicus
Статті у наукометричних базах > РИНЦ
Статті у наукометричних базах > Web of Science
Статті у журналах > Фахові (входять до переліку фахових, затверджений МОН)
Divisions: Факультети > Факультет інформаційних технологій та управління > Кафедра комп'ютерних наук і математики
Факультети > Факультет інформаційних технологій та управління > Кафедра управління
Depositing User: Оксана Михайлівна Глушак
Date Deposited: 06 May 2020 08:09
Last Modified: 06 May 2020 15:42
URI: https://elibrary.kubg.edu.ua/id/eprint/31316

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