Intelligence framework for labour-market and educational services resources management Personalreserve Authors: Antonets A. Galushkin M. c.t.s. Kravets A. Scientific adviser: Prof., d.t.s. Kamaev V.

Main purpose: The main goal of this work is the program, which could help a user on the base of Internet to select graduating students according to available vacancies. Future trends In the immediate future intelligence framework for labour-market and educational services resources management "PERSONAL RESERVE" will be completed with new fundamental functional capabilities: Usage of flexible system based on different methods of personnel selection Exchange data with other recruitment agencies, standardization of data formats. Universalisation of data formats for other universities to use. Initially Personnel reserve system deals with: Automatic selection of specialists in accordance with required demands Forming statistics information concerning vacancies, specialists, regional companies Monitoring of the changes and renewed data concerning specialists Estimation of a specialist based on the rating system Research of the professional growth dynamics Vacancies, specialists and regional business information search Using in different kinds of enterprises Loading information about vacancies from basic regional virtual Internet portals employment agencies Taking into account knowledge and their importance for specialists selection on available vacancies Work results

Foundation hypothesis

Enterprise model Educational institution model (EI). Employment agency model Data-analytical models of labour-market subjects. Profession model Knowledge model Demands model Trade model Data-analytical basic concept models (general models). Vacancy model Educational service model Specialist model Data-analytical complex models. Models

M …………... Knowledge Knowledge rating Area of knowledge 1 Area of knowledge N a a r Result 1.1.I Result 1.1.LKnowledge 1.1 Knowledge 1.K Result N.1.V Result N.1.W Knowledge N.1 Knowledge N.Q Result 1.К.R Result 1.К.S Result N.Q.T Result N.Q.U... M RESULT Aspect Descriptor aa Level Term a a Knowledge rating r ………… Specialist knowledge model

Intelligence framework for labour-market and educational services resources management "PERSONAL RESERVE": Subsystem «Vacancies» Subsystem «Enterprises» Subsystem «Vacancies automatic selection» Subsystem «Trade growth» Subsystem «Analysis and predication» Multi-agent module for virtual employment agency interaction System architecture User computer Lacal network Personal reserve Database server PHP, MySQL Remote user

System-work principle

Multiple-way search algorithm

You must choose direction of education for specialists selection.

Further, you must indicate necessary knowledge for your vacancy

This table shows the results of the selection.

Rating registers by the way of marks from 0 and to 100.

This table shows ranking specialist rating.

This diagram shows trade growth dinamics

This diagramm shows statistics, which forms with the system-work process.