The Transition from Higher Education to Employment in Romania: A Deep Understanding of the Job Market Using Text Analysis
Contemporary Challenges in Social Science Management: Skills Gaps and Shortages in the Labour Market
ISBN: 978-1-83753-171-4, eISBN: 978-1-83753-170-7
Publication date: 15 April 2024
Abstract
Purpose: Students’ transition from education to employment is influenced by factors like the length and calibre of their education, demography, labour market conditions, and the general state of the economy. Regardless of the economy, education systems should seek to ensure that students have the skills required for the labour market. This will help them better transition from school to work. This study examines the work skills that companies require for entry-level positions in Romania.
Need for Study: Previously, text analysis studies treated the job market only for the IT industry in Romania. To understand the demand-side opportunities and restrictions, assessing the employment opportunities for young people in the Romanian labour market is necessary.
Methodology: A text mining approach from 842 unstructured data of the existing job positions in October 2022 for fresh graduates or students is used in this chapter. The study uses data from LinkedIn job descriptions in the Romanian job market. The methodology involved is focused on text retrieval, text-pre-processing, word cloud analysis, network analysis, and topic modelling.
Findings: The empirical findings revealed that the most common words in job descriptions are experience, team, work, skills, development, knowledge, support, data, business, and software. The correlation network revealed that the most correlated pairs of words are gender–sexual–race–religion–origin–diversity–age–identity–orientation–colour–equal–marital.
Practical Implications: This study looked at the job market and used text analytics to extract a space of skill and qualification dimensions from job announcements relevant to the Romanian employment market instead of depending on subjective knowledge.
Keywords
Citation
Davidescu, A.A., Manta, E.M. and Cojocaru, M.R. (2024), "The Transition from Higher Education to Employment in Romania: A Deep Understanding of the Job Market Using Text Analysis", Thake, A.M., Sood, K., Özen, E. and Grima, S. (Ed.) Contemporary Challenges in Social Science Management: Skills Gaps and Shortages in the Labour Market (Contemporary Studies in Economic and Financial Analysis, Vol. 112B), Emerald Publishing Limited, Leeds, pp. 69-86. https://doi.org/10.1108/S1569-37592024000112B004
Publisher
:Emerald Publishing Limited
Copyright © 2024 Adriana AnaMaria Davidescu, Eduard Mihai Manta and Maria Ruxandra Cojocaru