Dissection of AI Job Advertisements: A Text Mining-based Analysis of Employee Skills in the Disciplines Computer Vision and Natural Language Processing

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dc.contributor.authorKortum, Henrik
dc.contributor.authorRebstadt, Jonas
dc.contributor.authorThomas, Oliver
dc.date.accessioned2021-12-24T18:07:00Z
dc.date.available2021-12-24T18:07:00Z
dc.date.issued2022-01-04
dc.description.abstractHuman capital is a well discussed topic in information system research. In order for companies to develop and use IT artifacts, they need specialized employees. This is especially the case when complex technologies, such as artificial intelligence, are used. Two major fields of artificial intelligence are computer vision (CV) and natural language processing (NLP). In this paper skills and know-how required for CV and NLP specialists are analyzed and compared from a job market perspective. For this purpose, we utilize a text mining-based analysis pipeline to dissect job advertisements for artificial intelligence. In concrete, job advertisements of both sub-disciplines were crawled from a large international online job platform and analyzed using named entity recognition and term vectors. It could be shown that know-how and skills required differ between the two job profiles. There is no general requirement profile of an artificial intelligence specialist, and it requires a differentiated consideration.
dc.format.extent10 pages
dc.identifier.doi10.24251/HICSS.2022.635
dc.identifier.isbn978-0-9981331-5-7
dc.identifier.urihttp://hdl.handle.net/10125/79973
dc.language.isoeng
dc.relation.ispartofProceedings of the 55th Hawaii International Conference on System Sciences
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjectDigitalization of Work
dc.subjectartificial intelligence
dc.subjectcomputer vision
dc.subjecthuman resource management
dc.subjectnlp
dc.subjecttext mining
dc.titleDissection of AI Job Advertisements: A Text Mining-based Analysis of Employee Skills in the Disciplines Computer Vision and Natural Language Processing
dc.type.dcmitext

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