Information and Technological Support for the Processes of Prognostic Modeling of Regional Labor Markets

Yuri Romanenkov, Volodymyr Pasichnyk, Nataliia Veretennikova, Mariia Nazaruk, Andrii Leheza
2019 Modern Machine Learning Technologies  
The process of selecting a profession in accordance with the needs of the individual and the requirements of the city's labor market is a complex, multi-step, iterative process that requires consideration of a large number of parameters and prerequisites. The determination of professional inclinations is based on the analysis of the accumulated results of vocational guidance tests that help to identify human abilities in a certain field of activity and allow you to choose a branch of
more » ... l activity. Labor market monitoring is in order to identify trends in factors affecting the supply and demand of work in the city. Determining the development prospects requires a convenient tool for assessing trends in the volatility of the demand for the regional labor market, which is carried out in several stages, consisting of the processes of collecting, verifying and accumulating statistical information by the key coordinates of the phase space; forming a group of basic methods for predicting the lower level, suitable for working with time series, taking into account their features (stationary, omission, noises, etc.); development of an adequate model of adaptive integration of forecast estimates from different sources; support of the interactive mode of parametric adjustment both for the forecasting models of the lower level and the model of complexation.
dblp:conf/momlet/RomanenkovPVNL19 fatcat:xf7esz3ivvdwrgl66dyz2z3niy