Evidence map›Paper›PMID 42116085›Full record

ArticleBMC public health2026

The impact of chronic diseases on labour market exit: a difference-in-differences approach.

Nga Chau My Ha, Carla Sabariego, Diana Pacheco Barzallo

Abstract read
In one paragraph

Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

3 authors.

Nga Chau My HaFaculty of Health Science and Medicine, University of Lucerne, Frohburgstrasse 3, Lucerne, 6002, Switzerland.
Carla SabariegoFaculty of Health Science and Medicine, University of Lucerne, Frohburgstrasse 3, Lucerne, 6002, Switzerland.
Diana Pacheco BarzalloFaculty of Health Science and Medicine, University of Lucerne, Frohburgstrasse 3, Lucerne, 6002, Switzerland. diana.pacheco@unilu.ch.ORCID 0000-0002-8816-4071

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe prevalence of chronic diseases, also referred to as non-communicable diseases (NCDs), is rising worldwide, leading to an increasing number of people facing disabilities that impact their labour market participation. This study examines the effect of NCDs on labour market exit across European countries.

methodsData on individuals aged 55 to their respective national retirement age were collected from the Survey of Health, Ageing, and Retirement in Europe (2004-2020) and analysed using a staggered difference-in-differences approach.

resultsCompared to their healthy counterparts, individuals with an NCD were 16% points (pp) more likely to exit the labour market early, losing an average of 3.6 working months. We also document a severity gradient: the probability of premature exit rises from 7 pp for mild conditions to 15 pp for severe diagnoses. The effect was consistent across most European countries, except for Estonia. In some cases, NCDs influenced the decision of labour market exit but had little impact on total working time. Among the countries analysed, Slovenia showed the highest early exit risk and greatest working time loss, followed by Belgium and Italy. Overall, the annual economic burden associated with lost working years due to NCDs is estimated at €136 billion.

conclusionsIn conclusion, people with NCDs are more likely to stop working earlier due to disability. Rehabilitation measures targeting work outcomes should be better incorporated to support the participation of individuals in the labour market. Effective intervention can have a substantial return on investment, given the significant economic losses that impact individuals, their families, and the social and healthcare system.

Indexed as

EmploymentRetirementChronic DiseaseEuropeFemaleHumansMaleMiddle AgedChronic diseasesHealthy ageingLabour market exitStaggered difference-in-differencesWelfare systems

Identifiers

PMID42116085
PMCPMC13330089

What Socratic holds

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LicenceCC BY-NC-ND
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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 Socratic graph.