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New report on structural changes and AI

Artificial intelligence is expected to fundamentally transform the labour market. However, so far there are few signs that AI has led to major changes in the Swedish economy. This is shown in a new report from Uppsala University and the government agency Tillväxtanalys.

Porträtt Leo Sokolow Romin

Leo Sokolow Romin.

At the same time, the researchers identify a development that stands out: recent graduates from programmes in which AI is expected to play a major role have found it increasingly difficult to establish themselves in the labour market.

The report is based on register data extending to the summer of 2026 and analyses, among other things, companies’ productivity, labour market developments, and outcomes for people with different educational backgrounds.

Despite the rapid pace of technological development, the overall picture remains stable. Companies with high exposure to AI have not reduced their hiring, and people already working in occupations where AI is expected to have a major impact have, on average, continued to see their incomes rise.

For young people taking their first step into the labour market, however, the situation looks different. The analysis shows that over time it has become more difficult for recent graduates from AI-exposed programmes to secure their first job. In addition, a declining share are beginning their careers in companies where AI plays a major role.

“Since several of these programmes have historically led to well-paid jobs, it is, for the time being, the growing rate of change rather than income levels themselves that is cause for concern,” says Leo Sokolow Romin, a doctoral student at Uppsala University.

About the study

The report is the first outcome of a new collaboration between Uppsala University and Tillväxtanalys. It was authored by Professor Oskar Nordström Skans and doctoral student Leo Sokolow Romin. The aim is to monitor how the Swedish economy changes over time and to identify early signs of major transformations linked to digitalisation and AI.

The researchers will update the analyses as new data become available in order to track developments as close to real time as possible. The goal is to provide a clearer picture of how AI affects companies, workers, and the labour market in Sweden.

How the study was conducted

The researchers use data on tax payments that link employees to firms, together with information on value-added tax (VAT) payments, which are analysed alongside descriptive register data on education and age. Educational programmes and firms are classified as AI-exposed if they are associated with occupations that perform tasks assessed as being capable of being made more efficient through the use of AI. These measures are validated using data on individuals’ use of generative AI and firms’ implementation of AI in their operations.

The report

The report Structural Transformation and AI: A Real-Time Analysis of Productivity, Dynamics and Young People’s Entry into the Labour Market is available (in Swedish) to download and read as a PDF on the Tillväxtanalys website.

Strukturomvandling och AI: En realtidsanalys av produktivitet, dynamik och ungdomars arbetsmarknadsinträde.

A collaboration between Uppsala University,
Mälardalen University, Örebro University,
Stockholm University, and the Royal Institute of Technology.

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