Evidence map›Paper›PMID 41862744›Full record

ArticleThe European journal of health economics : HEPAC : health economics in prevention and care2026

Non-communicable diseases, COVID-19 and labour market outcomes.

Wasana Kalansooriya, Victoria Serra-Sastre, Mireia Jofre-Bonet

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Article in The European journal of health economics : HEPAC : health economics in prevention and care, 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
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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

The trial behind it

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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

3 authors.

Wasana KalansooriyaDepartment of Population Health Sciences, King's College London, London, UK. wasana.kalansooriya@kcl.ac.uk.ORCID http://orcid.org/0000-0002-4328-1450
Victoria Serra-SastreDepartment of Economics, City St Georges, University of London, London, UK.
Mireia Jofre-BonetOffice of Health Economics, London, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The COVID-19 pandemic affected people with Non-Communicable Diseases (NCDs) in multiple ways. However, limited attention has been paid to its impact on labour outcomes for individuals with pre-existing NCDs. Given the heightened vulnerability of individuals with NCDs to COVID-19, the pandemic and related lockdown measures may have disproportionately influenced their employment prospects. Our study investigates the effects of the COVID-19 pandemic on the employment status and work hours of individuals with NCDs. We use data from the Understanding Society COVID-19 study in the UK, supplemented with main-stage Understanding Society surveys. We apply a difference-in-difference approach to estimate the pandemic’s impact on labour market outcomes over time. Our results indicate that COVID-19 significantly reduced both the likelihood of employment and working hours among individuals with NCDs relative to those without. These effects varied by age, gender, sector of employment (key workers vs. non-key workers), and type of NCDs. We further examine potential causes for the reduction in employment and working hours, and find that while the pandemic did not exacerbate existing health conditions among people with NCDs, their reduced labour market participation was largely driven by increased vulnerability to infection, the impact of long COVID, and the effects of public health interventions. Our study provides deeper insights into the post-pandemic contraction of the UK labour market, suggesting that the combined effects of NCDs and COVID-19 have contributed to a decline in workforce participation.

Indexed as

COVID-19Employment likeli-hoodNon-Communicable Diseases(NCDs)Work hours

Identifiers

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Registered trials

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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 OpenQuestion graph.