Ratio is an interdisciplinary research institute, with a research focus on the conditions of business and enterprise.

+4684415900

info@ratio.se

802002-5212

Sveavägen 59 4trp

Box 3203

103 64 Stockholm

Bankgiro: 512-6578

About

  • About us
  • About
  • Contact us
  • Media
  • News archive
  • Cooperations
  • Eli F. Heckscher Lectures

Research

  • Areas
  • Labour Market Research
  • Competitiveness Research
  • Climate and Environmental Research
  • Ongoing research
  • Working Paper Series

Selected publication

Absolute income mobility and the effect of parent generation inequality: An extended decomposition approach
Liss, E., Korpi, M., & Wennberg, K.
People

Publications

  • Publications
  • Publications

Selected publication

No evidence of counteracting policy effects on European solar power invention and diffusion
Grafström, J., & Poudineh, R.
Search Swedish flag iconSV
Swedish flag iconSVSearch

About

  • About us

    • About
    • Contact us
  • Media

    • News archive
  • Cooperations

    • Eli F. Heckscher Lectures

Research

  • Areas

    • Labour Market Research
    • Competitiveness Research
    • Climate and Environmental Research
  • Ongoing research

    • Working Paper Series
  • People
  • Publications

    • Publications

      • Publications

    Artificial intelligence, hiring and employment: job postings evidence from Sweden

    PublicationArticle (with peer review)
    Aili Tang, Erik Engberg, Magnus Lodefalk, Radka Sabolova, Sarah Schroeder

    Abstract

    This paper investigates the impact of artificial intelligence (AI) on hiring and employment, using the universe of job postings published by the Swedish Public Employment Service from 2014 to 2022 and full-population administrative data for Sweden. We exploit a detailed measure of AI exposure according to occupational content and find that establishments exposed to AI are more likely to hire AI workers. Survey data further indicate that AI exposure aligns with greater use of AI services. Importantly, rather than displacing non-AI workers, AI exposure is positively associated with increased hiring for both AI and non-AI roles. In the absence of substantial productivity gains that might account for this increase, we interpret the positive link between AI exposure and non-AI hiring as evidence that establishments are using AI to augment existing roles and expand task capabilities, rather than to replace non-AI workers.


    Engberg, E., Hellsten, M., Javed, F., Lodefalk, M., Sabolová, R., Schroeder, S., & Tang, A. (2025). Artificial intelligence, hiring and employment: job postings evidence from Sweden. Applied Economics Letters, 1–6.

    Details

    Author

    Engberg, E., Hellsten, M., Javed, F., Lodefalk, M., Sabolová, R., Schroeder, S., & Tang, A

    Publication year

    2025

    Published in

     Applied Economics Letters


    Similar content

    Working Paper No. 386 The Effects of Artificial Intelligence on Jobs: Evidence from an AI subsidy Program
    Working paperPublication
    Mark Hellsten, Shantanu Khanna, Magnus Lodefalk, Yaroslav Yakymovych
    Download
    Publication year

    2025

    Published in

    Ratio Working Paper Series.

    Abstract

    Artificial intelligence (AI) is expected to reshape labor markets, yet causal evidence remains scarce. We exploit a novel Swedish subsidy program that encouraged small and mid-sized firms to adopt AI. Using a synthetic difference-in-differences design comparing awarded and non-awarded firms, we find that AI subsidies led to a sustained increase in job postings over five years, but with no statistically detectable change in employment. This pattern reflects hiring signals concentrated in AI occupations and white-collar roles. Our findings align with task-based models of automation, in which AI adoption reconfigures work and spurs demand for new skills, but hiring frictions and the need for complementary investments delay workforce expansion.

    Artificial Intelligence for Public Use
    Working paperPublication
    Lodefalk, M.; Engberg, E.; Lidskog, R.; Tang, A.
    Download
    Publication year

    2025

    Published in

    Örebro University School of Business Working Paper

    Abstract

    This paper investigates the economic and societal impacts of Artificial Intelligence (AI) in the public sector, focusing on its potential to enhance productivity and mitigate labour shortages. Employing detailed administrative data and novel occupational exposure measures, we simulate future scenarios over a 20-year horizon, using Sweden as an illustrative case. Our findings indicate that advances in AI development and uptake could significantly alleviate projected labour shortages and enhance productivity. However, outcomes vary substantially across sectors and organisational types, driven by differing workforce compositions. Complementing the economic analysis, we identify key challenges that hinder AI’s effective deployment, including technical limitations, organisational barriers, regulatory ambiguity, and ethical risks such as algorithmic bias and lack of transparency. Drawing from an interdisciplinary conceptual framework, we argue that AI’s integration in the public sector must address these socio-technical and institutional factors comprehensively. To unlock AI’s full potential, substantial investments in technological infrastructure, human capital development, regulatory clarity, and robust governance mechanisms are essential. Our study thus contributes both novel economic evidence and an integrated societal perspective, informing strategies for sustainable and equitable public-sector digitalisation.

    Artificial Intelligence and Worker Stress Evidence from Germany
    Article (with peer review)Publication
    Koch, M., & Lodefalk, M.
    Download
    Publication year

    2025

    Published in

    Digital Society, 4(1), 5

    Abstract

    We use individual survey data providing detailed information on stress, technology adoption, and work, worker, and employer characteristics, in combination with recent measures of AI and robot exposure, to investigate how new technologies affect worker stress. We find a persistent negative relationship, suggesting that AI and robots could reduce the stress level of workers in Germany. We furthermore provide evidence on potential mechanisms to explain our findings. Overall, the paper contributes to the economic literature by providing suggestive evidence of modern technologies changing the way we perform our work in a way that reduces stress and work pressure.

    Show more