The impact of artificial intelligence on skills at work in Denmark
Based on a unique dataset on the use of artificial intelligence (AI) among employees in Denmark, we investigate within‐job relationships between AI use and skill requirements. We show that the effects of AI are varied and depend on whether AI is used for providing orders to humans or providing infor...
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| Vydané v: | New technology, work, and employment Ročník 37; číslo 1; s. 79 - 101 |
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| Hlavní autori: | , |
| Médium: | Journal Article |
| Jazyk: | English |
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Oxford
Blackwell Publishing Ltd
01.03.2022
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| ISSN: | 0268-1072, 1468-005X |
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| Abstract | Based on a unique dataset on the use of artificial intelligence (AI) among employees in Denmark, we investigate within‐job relationships between AI use and skill requirements. We show that the effects of AI are varied and depend on whether AI is used for providing orders to humans or providing information for further human handling and in which occupation it is used. AI may enhance or augment skills through, for example, the increased use of high‐performance work practices, or it may increase work pace constraints and reduce employee autonomy. The results imply that the diffusion of AI can increase inequalities in the labour market by augmenting skills used in high‐skill jobs, although having relatively more adverse impacts on other jobs. We use additive noise modelling to establish the likely direction of causality in our results and find that the direction of causality is from AI use to skill requirements. |
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| AbstractList | Based on a unique dataset on the use of artificial intelligence (AI) among employees in Denmark, we investigate within‐job relationships between AI use and skill requirements. We show that the effects of AI are varied and depend on whether AI is used for providing orders to humans or providing information for further human handling and in which occupation it is used. AI may enhance or augment skills through, for example, the increased use of high‐performance work practices, or it may increase work pace constraints and reduce employee autonomy. The results imply that the diffusion of AI can increase inequalities in the labour market by augmenting skills used in high‐skill jobs, although having relatively more adverse impacts on other jobs. We use additive noise modelling to establish the likely direction of causality in our results and find that the direction of causality is from AI use to skill requirements. |
| Author | Lorenz, Edward Holm, Jacob Rubæk |
| Author_xml | – sequence: 1 givenname: Jacob Rubæk orcidid: 0000-0003-1110-1918 surname: Holm fullname: Holm, Jacob Rubæk email: jrh@business.aau.dk organization: Aalborg University Business School – sequence: 2 givenname: Edward surname: Lorenz fullname: Lorenz, Edward organization: University of Johannesburg |
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| Cites_doi | 10.1016/j.respol.2004.11.005 10.1257/jep.29.3.3 10.3386/w21547 10.2139/ssrn.3390271 10.1162/003355398555883 10.4324/9781003037750-14 10.3386/w23285 10.1162/003355303322552801 10.1162/003355301753265624 10.7208/chicago/9780226613475.001.0001 10.1111/ntwe.12149 10.1257/pandp.20181019 10.1257/aer.90.2.219 10.14452/MR-026-03-1974-07_1 10.1007/978-1-137-29642-9 10.1016/S1573-4463(99)03007-2 10.1111/j.0013-0133.2004.00189.x 10.1093/icc/dtv005 10.2307/2118323 10.7208/chicago/9780226613475.003.0021 10.1016/j.respol.2020.104015 10.15446/cuad.econ.v37n75.69832 10.1016/j.techfore.2016.08.019 10.1162/rest.89.1.118 10.1162/rest_a_00754 10.1111/ntwe.12067 |
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| SubjectTerms | additive noise modelling Artificial intelligence Augmentation Autonomy Causality constraints Employment high‐performance work practices Inequality Information dissemination Intelligence job requirements approach Labor market learning Noise Occupations Skills Work Work skills |
| Title | The impact of artificial intelligence on skills at work in Denmark |
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