India Kerle, Liz Gallagher, and Jack Vines - Building a skills extraction library using NLP tools
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 Published On Feb 23, 2024

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There is no publicly available data on the skills that are commonly required in UK online job adverts, despite this information being useful for a range of use cases. To address this, we have built an open source skills extraction python library using spaCy and huggingface. Our approach is twofold: we train a named entity recognition model to extract skill entities from job adverts then map them onto any standardised skills taxonomy. By applying this algorithm to a dataset of scraped online job adverts, we are then able to find skill similarities amongst occupations, and regional differences in skill requirements.

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