Evidence map›Paper›PMID 41689697›Full record

ArticleHealth economics review2026

Financial burden of noncommunicable diseases on households in Bangladesh: a quasi-experimental analysis using national survey data.

Taslima Rahman, Dominic Gasbarro, Khurshid Alam

Abstract read
In one paragraph

Article in Health economics review, 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

3 authors.

Taslima RahmanMurdoch Business School, Murdoch University, Perth, WA, 6150, Australia. T.Rahman@murdoch.edu.au.
Dominic GasbarroMurdoch Business School, Murdoch University, Perth, WA, 6150, Australia.
Khurshid AlamMurdoch Business School, Murdoch University, Perth, WA, 6150, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundNoncommunicable diseases (NCDs) are a rapidly emerging health challenge in low- and middle-income countries, including Bangladesh, where research into their household financial burden remains limited and predominantly descriptive. Existing studies lack robust adjustment for confounders, creating uncertainty about differences in financial outcomes between NCD-affected and non-NCD households. To address this gap, this study uses a quasi-experimental analytic framework and repeated cross-sectional data to estimate adjusted differences in household financial outcomes over time.

methodsWe analysed data from the Bangladesh Household Income and Expenditure Surveys (HIES 2005, 2010, and 2016), employing entropy balancing (EB) and propensity score matching (PSM) to estimate the average treatment effect on the treated (ATT) while adjusting for confounders. Households with at least one individual with an NCD (treatment group) were compared to similar households without any NCDs (control group) in terms of out-of-pocket (OOP) health expenditures, catastrophic health expenditure (CHE), impoverishment effects, and forgone care for financial constraints. ATT estimates were further stratified by economic status and geographic location to assess disparities.

resultsEB-based ATT estimates show that NCD-affected households incurred significantly higher (p ≤ 0.01) OOP expenditures than similar households without NCDs, with larger differences in later study periods (2005: USD39.98, 2010: USD62.59, 2016: USD68.78). Approximately 75–80% of these higher expenses were due to differences in medicine expenditure (2005: USD29.63, 2010: USD50.40, 2016: USD54.48; p ≤ 0.01). NCD-affected households also experienced significantly higher (p ≤ 0.01) incidences of CHE regardless of measurement methods, with the difference range becoming larger in successive study periods (2005: 0.98–3.99%-point, 2010: 0.99–4.14%-point, 2016: 1.47–8.96%-point), and consistently higher impoverishment (2005: 0.72%-point, 2010: 0.48%-point, 2016: 0.69%-point). In 2016, further impoverishment (0.53%-point, p ≤ 0.01) and risk of impoverishment (0.66%-point, p ≤ 0.05) were also significantly higher among NCD households. Subgroup analyses reveal that although adjusted differences in OOP expenditures were much smaller for the lowest than the highest quintile households (USD18.60 vs. USD151.03 in 2016) and among rural than urban households (USD53.76 vs. USD115.01 in 2016), NCD-associated financial burdens were more severe among the lowest quintile (e.g., in 2016, impoverishment: 3.82%-point p ≤ 0.01 vs. < 0.01%-point, p > 0.05) and rural households (e.g., in 2016, impoverishment: 0.84%-point p ≤ 0.01 vs. 0.25%-point, p > 0.05). The PSM-based results closely mirror the EB-based findings.

conclusionFrom 2005 to 2016, NCD-affected households in Bangladesh, particularly low-income and rural households, consistently incurred higher financial burdens than comparable non-NCD households, with disparities generally more pronounced in the later years. These findings underscore targeted strategies and interventions to alleviate the financial burdens on NCD-affected households.

Indexed as

BangladeshCatastrophic health expenditureFinancial risk protectionImpoverishmentLow- and middle-income countryNon communicable diseasesOut-of-pocket payments

Identifiers

PMID41689697
PMCPMC13020387

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.