Evidence map›Paper›PMID 42064263›Full record

ArticleInternational review of education. Internationale Zeitschrift fur Erziehungswissenschaft. Revue internationale de pedagogie2026

Understanding Europe's skills shortage: Patterns of participation in formal and non-formal education and training.

Sarah Pemberton-Frings, Sonia Ilie

Abstract read
In one paragraph

Article in International review of education. Internationale Zeitschrift fur Erziehungswissenschaft. Revue internationale de pedagogie, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Sarah Pemberton-FringsFaculty of Education, University of Cambridge, Cambridge, UK.ORCID 0000-0002-7894-4402
Sonia IlieFaculty of Education, University of Cambridge, Cambridge, UK.ORCID 0000-0001-9893-0086

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Technological advancements, environmental commitments and demographic shifts are rapidly reshaping Europe's labour markets, and thus the skills needed to succeed within them. These changes are driving growth in some industries while leading to contractions in others. Adult learning, both in formal and non-formal contexts, provides pathways for reskilling and upskilling, which are critical for adapting to these shifts. Recognising the importance of education and training, the European Union (EU) set a target that, by 2025, at least 47 per cent of adults aged 24-64 should have participated in some form of learning, education or training during the last 12 months. Using data from the EU Labour Force Survey (EU-LFS), which ran from 2013 to 2022, this article explores progress towards that target, specifically examining the relationship between personal and work-related factors and participation in different forms of learning. The results show that participation in adult education and training has grown significantly, particularly in job-related, non-formal training. Across countries and over time, women participate at higher rates than men in all forms of learning. After adjusting for potential confounding factors, including gender, training rates were found to be highest in highly skilled occupations and lowest in low-skilled occupations. Additionally, individuals in industries with significant skills mismatches are more likely to participate in learning. The analysis indicates progress in addressing skills shortages but raises doubts about whether EU countries have met the 2025 target. These findings underscore the need for targeted policies to address participation in learning, education and training and to support the upskilling and reskilling necessary for the evolving European labour market. Supplementary Information: The online version contains supplementary material available at 10.1007/s11159-025-10175-0.

Indexed as

Adult educationCross-national comparisonsEducation and trainingJob-related learningLifelong learningReskilling and upskilling

Identifiers

PMID42064263
PMCPMC13124880

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.