Evidence map›Paper›PMID 41906640›Full record

ArticleHealth policy and planning2026

Macroeconomic fluctuations and the prioritization of healthcare funding by local governments: longitudinal evidence from 5461 Brazilian municipalities.

Helena Arruda, Karen Codazzi, Rudi Rocha, Marc Suhrcke, Thomas Hone

Abstract read
In one paragraph

Article in Health policy and planning, 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

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

5 authors.

Helena ArrudaInstituto de Estudos para Políticas de Saúde (IEPS), São Paulo, Brazil.
Karen CodazziInstituto de Estudos para Políticas de Saúde (IEPS), São Paulo, Brazil.
Rudi RochaInstituto de Estudos para Políticas de Saúde (IEPS), São Paulo, Brazil.ORCID 0000-0003-0689-6963
Marc SuhrckeLuxembourg Institute of Socio-economic Research (LISER), Esch-sur-Alzette, Luxembourg.
Thomas HoneInstituto de Estudos para Políticas de Saúde (IEPS), São Paulo, Brazil.ORCID 0000-0003-0703-6973

Funding

NIHR NIHR133252
6 · The paper itself

Abstract

Securing sufficient healthcare funding remains a critical challenge for many low- and middle-income countries (LMICs), especially during periods of economic instability. While economic growth often boosts health system finances in LMICs, little is known about how local governments adjust healthcare spending in response to macroeconomic fluctuations, particularly during recessions. This study analyses a longitudinal dataset of 5461 Brazilian municipalities between 2004 and 2017, using fixed-effect panel regressions to examine the relationship between municipal Gross Domestic Product (GDP) changes and healthcare spending. There is a positive elasticity between the economic conditions, measured by GDP, and municipal financial expenditures, particularly health and social expenditures. A 1% increase in municipal GDP per capita was associated with a 0.06% [95% confidence interval (CI) 0.04-0.09] increase in total municipal expenditures and a 0.12% (95% CI 0.06-0.18) increase in health and sanitation expenditures. However, during recessions, municipal governments reduced health expenditures, particularly for capital investments. Municipalities with lower income per capita and lower private insurance coverage were more vulnerable to these cuts in economic downturns. We find suggestive evidence that the cuts in poorer municipalities and in municipalities relying disproportionately on federal transfers were more pronounced for social and health expenditures, although the difference between municipalities is small. These findings highlight the sensitivity of local finances to economic fluctuations, underscoring the need for policies that protect healthcare funding during economic downturns.

Indexed as

Financing, GovernmentHealth ExpendituresLocal GovernmentBrazilCitiesEconomic RecessionGross Domestic ProductHumansLongitudinal StudiesBrazilhealthcare spendinghealth systems financingmacroeconomic fluctuations

Identifiers

PMID41906640
PMCPMC13187631

What OpenQuestion holds

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LicenceCC BY
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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.