Online labour index: Measuring the online gig economy for policy and research

O Kässi, V Lehdonvirta - Technological forecasting and social change, 2018 - Elsevier
Labour markets are thought to be in the midst of a dramatic transformation, where standard
employment is increasingly supplemented or substituted by temporary work mediated by …

Text mining of industry 4.0 job advertisements

M Pejic-Bach, T Bertoncel, M Meško, Ž Krstić - International journal of …, 2020 - Elsevier
Since changes in job characteristics in areas such as Industry 4.0 are rapid, fast tool for
analysis of job advertisements is needed. Current knowledge about competencies required …

Classifying online job advertisements through machine learning

R Boselli, M Cesarini, F Mercorio… - Future Generation …, 2018 - Elsevier
The rapid growth of Web usage for advertising job positions provides a great opportunity for
real-time labour market monitoring. This is the aim of Labour Market Intelligence (LMI), a …

Data science for job market analysis: A survey on applications and techniques

I Rahhal, I Kassou, M Ghogho - Expert Systems with Applications, 2024 - Elsevier
The job market is evolving continuously due to changes in economic landscapes,
technological improvements, and skill requirements. In the era of digitalization, a wealth of …

Using KNN algorithm for classification of textual documents

A Moldagulova, RB Sulaiman - 2017 8th international …, 2017 - ieeexplore.ieee.org
Nowadays the exponential growth of generation of textual documents and the emergent
need to structure them increase the attention to the automated classification of documents …

Skills in demand for ICT and statistical occupations: Evidence from web‐based job vacancies

PG Lovaglio, M Cesarini, F Mercorio… - … Analysis and Data …, 2018 - Wiley Online Library
Online job portals collecting web vacancies have become important media for job demand
and supply matching. They also represent a growing research area for the application of …

WoLMIS: A labor market intelligence system for classifying web job vacancies

R Boselli, M Cesarini, S Marrara, F Mercorio… - Journal of intelligent …, 2018 - Springer
In the last decades, an increasing number of employers and job seekers have been relying
on Web resources to get in touch and to find a job. If appropriately retrieved and analyzed …

Soft and hard skills identification: insights from IT job advertisements in the CIS region

A Ternikov - PeerJ Computer Science, 2022 - peerj.com
Labor market transformations significantly affect the sphere of information technologies (IT)
introducing new instruments, architectures, and frameworks. Employers operate with new …

Two stage job title identification system for online job advertisements

I Rahhal, KM Carley, I Kassou, M Ghogho - IEEE Access, 2023 - ieeexplore.ieee.org
Data science techniques are powerful tools for extracting knowledge from large datasets.
Analyzing the job market by classifying online job advertisements (ads) has recently …

Using machine learning for labour market intelligence

R Boselli, M Cesarini, F Mercorio… - Machine Learning and …, 2017 - Springer
The rapid growth of Web usage for advertising job positions provides a great opportunity for
real-time labour market monitoring. This is the aim of Labour Market Intelligence (LMI), a …