Quotation Papoutsoglou, Maria, Rigas, Emmanouil, Kapitsaki, Georgia, Angelis, Lefteris, Wachs, Johannes. 2022. Online labour market analytics for the green economy: The case of electric vehicles. Technological Forecasting and Social Change. 177




Since job characteristics in areas related to the green economy and Industry 4.0 are changing rapidly, combined methodologies to measure the labour demand and supply are needed. One substantial aspect of this emerging sector is the shift of the automotive industry towards the production of electric vehicles (EVs). The automotive sector is a major employer in Europe, directly employing over 2.8 million people. However, little is known about the effects this structural transformation of the automotive industry will have on labor markets, in particular in the area of information and communications technology (ICT). This prevents effective planning by educational institutions, who seek to prepare their students for future labor markets, and industry stakeholders aiming to assemble effective teams. In this paper, we develop a framework to analyze labor market trends using digital trace data, and apply it to the case of the EV industry. We track demand-side trends in the labor market using job advertisements from LinkedIn and supply-side trends using data from StackExchange and GitHub. Using natural language processing methods, we categorize the skills sought by EV industry employers on the demand side and topics of interest to individuals on the supply side. We also highlight those programming languages and frameworks most salient in the EV industry.


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  • electric vehicles
  • green transition
  • topic modeling
  • labour market

Publication's profile

Status of publication Published
Affiliation WU
Type of publication Journal article
Journal Technological Forecasting and Social Change
Citation Index SSCI
WU Journalrating 2009 A
WU-Journal-Rating new INF-A, STRAT-B, WH-B
Language English
Title Online labour market analytics for the green economy: The case of electric vehicles
Volume 177
Year 2022
Reviewed? Y
URL https://doi.org/10.1016/j.techfore.2022.121517
DOI doi.org/10.1016/j.techfore.2022.121517
Open Access N


Wachs, Johannes (Details)
Angelis, Lefteris (Aristotle University of Thessaloniki, Greece)
Kapitsaki, Georgia (University of Cyprus, Cyprus)
Papoutsoglou, Maria (Aristotle University of Thessaloniki, Greece)
Rigas, Emmanouil (Aristotle University of Thessaloniki, Greece)
Institute for Data, Process and Knowledge Management (AE Polleres) (Details)
Research areas (Ă–STAT Classification 'Statistik Austria')
1916 Ecotech (Details)
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