Evidence map›Paper›PMID 41873882›Full record

ArticleEuropean journal of public health2026

Causal effect of diabetes duration on productivity by socio-economic position in Germany between 2009 and 2021.

Malwina M Mackowiak, Annika Hoyer, Katharina Piedboeuf-Potyka, Markus Neuhäuser, Oliver Kuss, Thaddäus Tönnies

Abstract read
In one paragraph

Article in European journal of 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

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Malwina M MackowiakRheinAhrCampus, Department of Mathematics, Informatics, Technology, Koblenz University of Applied Sciences, Remagen, Germany.
Annika HoyerMedical School OWL, Biostatistics and Medical Biometry, Bielefeld University, Bielefeld, Germany.ORCID 0000-0002-0241-9951
Katharina Piedboeuf-PotykaInstitute for Biometrics and Epidemiology, German Diabetes Center (DDZ), Leibniz Center for Diabetes Research at Heinrich Heine University, Düsseldorf, Germany.
Markus NeuhäuserRheinAhrCampus, Department of Mathematics, Informatics, Technology, Koblenz University of Applied Sciences, Remagen, Germany.
Oliver KussInstitute for Biometrics and Epidemiology, German Diabetes Center (DDZ), Leibniz Center for Diabetes Research at Heinrich Heine University, Düsseldorf, Germany.
Thaddäus TönniesInstitute for Biometrics and Epidemiology, German Diabetes Center (DDZ), Leibniz Center for Diabetes Research at Heinrich Heine University, Düsseldorf, Germany.

Funding

Deutsche Forschungsgemeinschaft 516146656
6 · The paper itself

Abstract

Diabetes negatively impacts productivity, but the extent to which socio-economic factors influence this effect is unknown. This study examines how diabetes duration affects labour force participation and sick leave in Germany, focusing on socio-economic differences. We used self-reported data collected between 2009 and 2021 from the German Socio-Economic Panel Study, a longitudinal household survey. People with prevalent diabetes at baseline were excluded. To estimate the causal effect of diabetes duration on the outcomes, we employed marginal structural regression models for repeated measures, using stabilized inverse-probability-of-treatment-and-censoring weights to adjust for informative censoring, time-fixed (sex, age, socio-economic position, migration background) and time-varying confounding (body mass index, physical activity frequency, smoking status, previous outcome). We included interaction terms to assess diabetes-related productivity losses by subgroups of socio-economic position, sex, age and migration background. The analysis consisted of 35 906 observations from 18 456 individuals for the outcome labour force participation and 12 469 observations from 7244 individuals for the outcome sick leave days. A five-year increase in diabetes duration was associated with a labour force participation shortfall of 13.8% (95% confidence interval: 5.8; 21.1) and an increase of 6.8 sick leave days (-5.4; 19.0). Effects were more pronounced among individuals in lower socio-economic position and diminished with increasing socio-economic position. Diabetes-associated productivity losses predominantly affect people in low socio-economic position, reflecting a dual burden of higher diabetes prevalence and larger productivity losses.

Indexed as

Diabetes MellitusEfficiencyEmploymentSick LeaveAdultFemaleGermanyHumansLongitudinal StudiesMaleMiddle AgedSocioeconomic Disparities in HealthSocioeconomic FactorsTime Factors

Identifiers

PMID41873882
PMCPMC13010310

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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.