Identification of employers’ expectations about staff competences by exploratory analysis of job offers Cover Image

Identyfikacja oczekiwań pracodawców dotyczących kompetencji zatrudnianych pracowników na podstawie eksploracyjnej analizy ofert pracy
Identification of employers’ expectations about staff competences by exploratory analysis of job offers

Author(s): Paweł Lula, Renata Oczkowska, Sylwia Wiśniewska
Subject(s): Economy
Published by: Wydawnictwo Uniwersytetu Ekonomicznego we Wrocławiu
Keywords: competences; labour market analysis; exploratory text analysis; Latent Dirichlet Allocation method

Summary/Abstract: Identification of empoyers’ expectations about employees competences is the main goal of the study. In order to achieve this goal a multistage procedure based on exploratory text analysis was proposed. First a web scraping process was performed to gather a set of job offers from the web site − pracuj.pl. Next Latent Dirichlet Allocation method was used for the identification of main topics represented in a corpus. Finally, key competences were defined as a composition of topics identified by LDA approach. The results show that in the case of offers concerning IT specialists technical competences play a crucial role.

  • Issue Year: 2018
  • Issue No: 507
  • Page Range: 133-141
  • Page Count: 9
  • Language: Polish
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