Text Mining in the Identification of Duties and Responsibilities of the Project Manager

• Autorzy: Marcin Wyskwarski
• Języki publikacji: EN

Abstrakty

EN

Purpose: An attempt to identify the duties and responsibilities of the project manager by analysing job offers from a job website. An attempt to determine whether there were any changes between 2018 and 2019. Design/methodology/approach: Text mining was performed for fragments of job offers, describing the duties and responsibilities. The text mining analysis consisted of initial processing of the text, creation of a corpus of analysed documents, construction of a word frequency matrix and use of classical methods from the data mining are. Findings: The most common words in job offers are presented, as well as their correlation with other words. With the use of the Topic modeling algorithm, hidden topics describing the analysed job offers have been generated. These topics can also be used to identify the duties and responsibilities of a project manager. Research limitations/implications: Only the job offers meeting the following conditions were analysed: (1) they concerned the job of "project manager"; (2) the content was in Polish; (3) they were provided by www.pracuj.pl website; (4) they were collected from 09 to 11 April in 2018 and 2019. Practical implications: This method can be used by organizations training project managers, in order to modify and better adjust the curriculum to the needs of the labour market. Originality/value: Research has shown that text mining can be used to determine the responsibilities of a project manager by analysing job offers. (original abstract)

Słowa kluczowe

EN

Text mining; Project manager; Project management

PL

Eksploracja tekstu; Kierownik projektu; Zarządzanie projektem

• Czasopismo: Zeszyty Naukowe. Organizacja i Zarządzanie / Politechnika Śląska
• Rocznik: 2020
• Numer: z. 144
• Strony: 649--660

Twórcy

autor

Marcin Wyskwarski

• Silesian University of Technology

Bibliografia

• 1. Gładysz, A. (2012). Zastosowanie metod eksploracyjnej analizy tekstu w logistyce. Logistyka, 3, pp. 643-651.
• 2. Mirończuk, M. (2012). Przegląd Metod i Technik Eksploracji Danych Tekstowych. Studia i Materiały Informatyki Stosowanej, 4(6), pp. 25-42.
• 3. Pawlak, M. (2006). Zarządzanie projektami. Warszawa: PWN.
• 4. Steyn, H., and Nicholas, J.M. (2012). Zarządzanie projektami. Zastosowanie w biznesie, inżynierii i nowoczesnych technologiach. Warszawa: Wolters Kluwer.
• 5. Trocki, M. (2013). Nowoczesne zarządzanie projektami. Warszawa: PWE.
• 6. Wachowiak, P. et al., (2004). Kierowanie zespołem projektowym. Warszawa: Difin.
• 7. Walczak, R. (2014). Podstawy zarządzania projektami. Metody i przykłady. Warszawa: Difin.

Identyfikatory

DOI

10.29119/1641-3466.2020.144.54