Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence 2021
DOI: 10.24963/ijcai.2021/708
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Skills2Graph: Processing million Job Ads to face the Job Skill Mismatch Problem

Abstract: In this paper, we present Skills2Graph, a tool that, starting from a set of users’ professional skills, identifies the most suitable jobs as they emerge from a large corpus of 2.5M+ Online Job Vacancies (OJVs) posted in three different countries (the United Kingdom, France, and Germany). To this aim, we rely both on co-occurrence statistics - computing a count-based measure of skill-relevance named Revealed Comparative Advantage (rca) - and distributional semantics - generating several embeddings on the OJVs c… Show more

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Cited by 5 publications
(1 citation statement)
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“…Skill mismatch means that some workers' skills are not fully utilised or are utilised in a way that does not match their strengths (Brunello & Wruuck, 2019). To avoid or mitigate this problem, upskilling and reskilling processes seem to be crucial for training and supporting employees (Giabelli et al, 2021). However, like any major change, implementing these processes comes with both costs and benefits for the organisation and its employees.…”
Section: Costs and Benefits Of Upskilling And Reskillingmentioning
confidence: 99%
“…Skill mismatch means that some workers' skills are not fully utilised or are utilised in a way that does not match their strengths (Brunello & Wruuck, 2019). To avoid or mitigate this problem, upskilling and reskilling processes seem to be crucial for training and supporting employees (Giabelli et al, 2021). However, like any major change, implementing these processes comes with both costs and benefits for the organisation and its employees.…”
Section: Costs and Benefits Of Upskilling And Reskillingmentioning
confidence: 99%