Productivity costs of type 2 diabetes with or without co-occurring substance use disorder and depression

Depression and substance use disorders are common causes of disability and often co-occur with type 2 diabetes (T2D). This study aimed to assess productivity costs using both human capital (HC) and friction cost (FC) methods and to examine how these costs change with age among people with T2D, with or without co-occurring substance use disorders and depression. The FinDM database was used to identify individuals of working age (age 30 or older) with T2D (N = 377,560) and comorbidities between 1998 and 2017. Individual-level productivity costs were estimated using both the FC and HC methods. The progression of annual mean costs and the associations of T2D and the comorbidities with these costs were analysed using piecewise linear generalized estimating equation models. People with T2D and the comorbidities incurred over sevenfold annual productivity costs at age 45 compared with those without these comorbidities (€6,320 vs €856). Mean costs showed a notable annual increase (€180 per year) after age 50 years and peaked near the statutory retirement age. At the peak, the annual mean FC and HC estimates were €5,000 and €20,000, respectively. Diagnoses of T2D, substance use disorder, and depression were associated with additional annual FC costs of €53, €195, and €202, respectively. Co-occurring substance use disorders and depression are associated with higher productivity costs among people with T2D, with substantially stronger associations than those observed for T2D alone. These findings highlight the importance of identifying high-risk individuals and allocating health care resources toward integrated, holistic care.

Authors

Institutions

Publication Details

Journal
Health Economics Review
Published
2026-01-22
DOI
https://doi.org/10.1186/s13561-026-00722-2
Primary Topic
Diabetes Management and Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Productivity costs of type 2 diabetes with or without co-occurring substance use disorder and depression

Olli Kurkela, Pekka Rissanen, Leena Forma, Jaakko Nevalainen et al.
Health Economics Review
Diabetes Management and Education
article

Productivity costs of type 2 diabetes with or without co-occurring substance use disorder and depression

Olli Kurkela, Pekka Rissanen, Leena Forma, Jaakko Nevalainen, Kimmo Suokas, Saara Metso
article en

Abstract

Depression and substance use disorders are common causes of disability and often co-occur with type 2 diabetes (T2D). This study aimed to assess productivity costs using both human capital (HC) and friction cost (FC) methods and to examine how these costs change with age among people with T2D, with or without co-occurring substance use disorders and depression. The FinDM database was used to identify individuals of working age (age 30 or older) with T2D (N = 377,560) and comorbidities between 1998 and 2017. Individual-level productivity costs were estimated using both the FC and HC methods. The progression of annual mean costs and the associations of T2D and the comorbidities with these costs were analysed using piecewise linear generalized estimating equation models. People with T2D and the comorbidities incurred over sevenfold annual productivity costs at age 45 compared with those without these comorbidities (€6,320 vs €856). Mean costs showed a notable annual increase (€180 per year) after age 50 years and peaked near the statutory retirement age. At the peak, the annual mean FC and HC estimates were €5,000 and €20,000, respectively. Diagnoses of T2D, substance use disorder, and depression were associated with additional annual FC costs of €53, €195, and €202, respectively. Co-occurring substance use disorders and depression are associated with higher productivity costs among people with T2D, with substantially stronger associations than those observed for T2D alone. These findings highlight the importance of identifying high-risk individuals and allocating health care resources toward integrated, holistic care.

Health Economics ReviewVol. 16(1)
University of Helsinki (FI), Tampere University of Applied Sciences (FI), University of Eastern Finland (FI), Helsinki Institute of Physics (FI), Finnish Institute for Health and Welfare (FI), Tampere University Hospital (FI), Tampere University (FI)
Openalex Percentile: Top 81%
Diabetes Management and Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.