Inequalities in Access to Health and the Role of the Unified Health System in Brazil: Evidence from administrative hospital records and survey data

Lead Research Organisation: University of Essex
Department Name: Inst for Social and Economic Research

Abstract

Legislation enacted in 1990 established a public health system in Brazil (SUS) that guarantees free, comprehensive and universal coverage, including equal access to medical and pharmaceutical services (Bustreo and Hunt 2013). In this regard, Brazil is a forerunner, a potential model to other societies (Harris 2014). In reality, access is a serious problem and rationing of services takes place through long waiting times, which vary across procedures and regions, and this has led to emergence of a private health sector. So, despite increased access to basic health care for a major part of the poorer population over the last two decades, concerns about inequalities in access to health are a first order policy concern in Brazil. The extent of these inequalities in access is currently unknown, since they cannot be correctly inferred from the anecdotal and aggregate data that are typically used in public debate.
Our proposal contains the following core elements-
1. To identify and assess inequalities in access to health care by socio-economic position gender and region. We will analyse trends by type of morbidity and, hence, implicitly by age.
2. To assess the impact of the expansion of state-provided primary health care services on the evolution of these inequalities, with a focus on access to hospital treatment and, conditional upon access, on treatment expenditures and recovery outcomes.

There is a vast literature on health inequalities but this typically looks at inequalities in outcomes. We focus instead on inequalities in access which is moot because Brazil (like the UK) has a commitment to equality in access to public health. Even with equal access, inequalities in outcomes, which involve family histories and individual behaviours, may persist. For instance, poverty is closely linked to infectious disease and the tendency towards depression tends to vary by gender.

The Family Health Program (PSF), the most significant innovation within SUS, placed professional teams in local communities, focusing upon prevention and early detection. We will address our second objective, which is to evaluate how expansion of the PSF across states was associated with the changing profile of health inequalities across states using administrative data on trends in PSF-coverage. Using this we will track a major recent expansion of the program to ask: How did PSF impact infectious disease? To what extent did it influence chronic disease, possibly through behavioural change? Did the PSF, by addressing problems early enough, lower hospital admission rates and did this, in turn, reduce crowding and improve outcomes [quality] in hospitalization data? How did the PSF influence who gets admitted to hospital, and how did it thereby influence health inequalities?

To address the first objective of documenting inequalities in access to health, we propose to use administrative hospitalization records from SUS and the Brazilian Household Survey. The hospital data provide individual-level information since the mid-1990s on admissions, main diagnosis, length of stay, procedures, expenditures, mortality outcomes, and characteristics, including age, gender, education and state. Access to a census of hospitalization is rare, permitting analyses potentially useful outside the Brazilian-context. We will combine survey and hospital data to profile access to healthcare.

Planned Impact

ODA Compliance
This project assesses poverty and economic development issues including population health and trends in the relative position of the poor. In principle Brazil is a model for public health provision. In practice it is plagued by inequalities in other domains that interfere with its objective to provide universal health coverage. Brazil's Family Health Program shifted health-care provision from a centralized model structured around public hospitals in urban areas to a decentralized one involving local communities. This has led to increased inclusion of the poor and improvements in infectious disease but less is known about inequality in chronic disease and access to more complex care.

We will conduct the research effectively, using non-parametric techniques to describe inequality and econometric methods of policy evaluation (Sonia's skills, well-represented in ISER, the UK host institution). We will use rich, fairly unique data sources. All three applicants have publication records of internationally excellent standards. Rudi Rocha from Brazil is a junior colleague who will spend several weeks at a stretch in the UK, working with Sonia, attending seminars and workshops in Essex and London.

Beneficiaries
The project is expected to yield evidence relevant to poverty, inequality and public health provision in Brazil with wider relevance to other developing countries and in fact also to richer countries insofar as it assesses performance of a state-funded universal health coverage plan. In addition to producing evidence for policy, it will advance an academic literature in the domains of poverty and public health.

Benefits of the Research Partnership
The benefit of the proposed collaboration to UK research is multi-fold. Research on health and health provision in Brazil stands to inform UK health policy. The data sources for Brazil are better at least insofar as they have administrative hospital records. The issues at the forefront of our research in Brazil viz non-communicable disease management, hospital crowding and waiting times, and inequalities in health are at the forefront of discussions pertaining to health in the UK. Like the UK and in contrast to many developing nations, Brazil offers free universal health coverage but, like the UK, it faces quality issues. Rodrigo has an established reputation for his work on health and Rudi is a rising star in the area, so Sonia will enjoy direct scholarly benefits from this collaboration. It is likely to have spillovers. A junior colleague in Essex has already exhibited an interest in following our research agenda using UK data, and we will explore this when Rudi visits. Sonia Bhalotra has considerable experience of research in health, development and gender and she brings a fresh external perspective to meld with that of her Brazilian colleagues.

As regards relevance to current Research Council funding, Sonia is co-investigator on MiSoc, the ESRC research centre at Essex. Her MiSoc-research investigates health innovations and health inequalities using a combination of historical and contemporary data on the US, Sweden and Norway. The proposed analysis set in Brazil will complement and enhance this agenda, with positive knowledge externalities in both directions.

The need for international collaboration runs in both directions. Sonia benefits directly from access to Brazilian data (even where public, this in documented in Portugese) and from the intricate knowledge of current policy debates that her Brazilian colleagues have. Rudi and Rodrigo benefit from Sonia's knowledge of health in several other countries. The team have complementary skills in economics and econometrics. Rodrigo and Sonia already have an international network of co-authors but neither, at present, has a UK-Brazil link and this is something we are all enthusiastic about developing and taking forward.
 
Description Our main finding is that re-structuring of the public health system to achieve an emphasis on primary (preventive) care was effective in reducing infant and maternal mortality rates. Importantly, although the increase in GP facilities was accompanied by a decrease in hospital beds, there was no reduction in hospitalization rates for conditions that needed them. Our results suggest that restructuring away from specialist care and in favour of primary care generates benefits. Further details are in our ISER Working Paper December 2016 which includes a non-technical summary).

Follow up papers that derived from some of the data sets we created for this work, and broadened our original research agenda were funded by subsequent grants from the British Academy and the ESRC (to the Human Rights Big Data Technology project at Essex). In one paper we evaluate walk-in centres in Brazil contributing to the pressing contemporary problem of managing crowded A&E Departments. In another we estimate economic impacts of dengue and the effectiveness of primary care in curbing these impacts. i have added these papers to outputs today (March 2021) as this award created the first data base and the research team. Then we got these additional awards and wrote additional papers, incorporating new data, and new junior colleagues.
Exploitation Route We have obtained British Academy funding to take forward our research in two directions. First, we have linked the primary public health care expansion to welfare recipient data and to weather data to investigate the links between public health, health shocks (epidemics) and welfare payments (poverty). We have a draft paper. The research assistant who was coauthor on this project left to take up a private sector job. We have recently picked it up and will move to completion this year. Second, we have linked administrative data on a new policy that involved opening Walk In Centres in the state of Rio de Janeiro. We have manually geocoded the location of every walk in centre and every public hospital in the state. Using maps and Voronoi diagrams we have created catchment areas around each hospital to study the impacts of walk in centres on hospital performance. We are extending this now to look at impacts on overall population (city level) health to account for substitution or displacement effects. this paper will be submitted to a journal this year.
Sectors Education,Healthcare,Government, Democracy and Justice

URL https://www.iser.essex.ac.uk/research/publications/working-papers/iser/2016-16
 
Description There is no visible impact to date but this will be updated in the future when this develops. We have presented our findings to representatives of the Ministry of Health in Brazil on more than one occasion, at a British Academy conference on the Sustainable Development Goals where our discussant was Head of Global Health at Chatham House London (Robert Yates) and he was really interested in our findings. We are doing further work in the same area and we expect that the culmination of our efforts will, gradually, have some impact on policy. Note that the date below is not quite right but i had no choice to include a date beyond 2017 from the drop down menu. Also when i tick the boxes below i refer to the potential impact not the actual impact as our work has not yet directly influenced policy. An important new development in 2019 is that my coauthor Prof Rudi Rocha has been approached by a philanthropist in Sao Paolo to direct a new independent research centre focused on public health. When I started working with Rudi he was a young assistant professor (4 years ago). Partly because of our 4 joint research grants and the visibility of our work in Brazil he has been promoted in academia and also is, at a young age, now directing this health centre focused on big data and applications for policy. I am an Associate Fellow of the centre. it is called IEPS (in portugese). Our engagement with policymakers will now be more direct. We are also part of a consortium of researchers funded by the Gates Foundation in Brazil to work on public health. I expect to visit Brazil in 2020 and do a policy lecture tour that includes the research started with this award and then continued with co-funding. Update in March 2021: My visit to Brazil coincided with the first Covid restrictions on travel so it is still pending. Leticea Nunes who worked with us on the walk in centres paper (funded by the British Academy) has gained permanent employment in IEPS.
Sector Healthcare
Impact Types Policy & public services

 
Description British Academy Newton Advanced Fellowship
Amount £78,111 (GBP)
Funding ID AF160082 
Organisation The British Academy 
Sector Academic/University
Country United Kingdom
Start 09/2016 
End 09/2019
 
Description British Academy Sustainable Development Programme (GCRF)
Amount £337,308 (GBP)
Funding ID GF160011 
Organisation The British Academy 
Sector Academic/University
Country United Kingdom
Start 12/2016 
End 09/2018
 
Description Grand Challenges Explorations Data Science Approaches to Improve Maternal and Child Health in Brazil
Amount $0 (USD)
Funding ID Using Geocoded Big Data to Identify Causal Links Between Infectious Diseases and Child Developmental Outcomes 
Organisation GCE Lab School 
Sector Academic/University
Country United States
Start 03/2019 
End 04/2020
 
Description RCUK-CONFAP Newton Fund
Amount £79,737 (GBP)
Funding ID ES/N000048/1 
Organisation Economic and Social Research Council 
Sector Public
Country United Kingdom
Start 01/2015 
End 12/2016
 
Title Brazil health data 
Description We have merged a census of hospitalization records with information on the municipality level roll out of the family health insurance program and municipality level birth and death registers. 
Type Of Material Database/Collection of data 
Provided To Others? No  
Impact We are continuing to build these data with a new British Academy research award starting now, integrating more administrative data with the existing data to create "big data". At this stage, the data have been used by graduate students in Brazil to do their MSc or Phd thesis. At a later stage these data stand to have considerable impact on research scholarship and policy since they contain unique information that is relevant to analysing health provision in Brazil. We have provided a link to the data below. 
URL https://www.dropbox.com/s/gvckuowvv6xdy2n/base_final_AMC91.dta?dl=0#
 
Description Domestic violence as a public health issue 
Organisation Federal University of Ceara
Country Brazil 
Sector Academic/University 
PI Contribution The research on public health in Brazil initiated under this award led us to connect with Prof Jose Carvalho at the Federal University of Ceara. As an extension of the research on this award, we have started to discuss new research on domestic violence as a public health issue. I have applied with Prof Carvalho for a GCRF networking grant to develop these links. My contribution arises from my experience of working on gender, health and domestic violence.
Collaborator Contribution Prof Carvalho's experience arises from his having led the implementation of two rounds of a survey of 10,000 women on domestic violence in Brazil. We are currently discussing collaborating in design of the third wave of the survey, including further collaborators from Sweden, Switzerland and the Netherlands.
Impact The collaboration has resulted in (a) an award from a Swedish funder of 50,000 euros to pilot an intervention for domestic violence in Brazil ; (b) a GCRF networking application to the UKRI of £150,000 to create an international network on domestic violence in developing countries and (c) a new research team involving a psychologist working at a large NGO in Brazil and economists working in Brazil, the UK (me), Sweden, Switzerland and the Netherlands.
Start Year 2018
 
Description GCC award collaboration 
Organisation Oswaldo Cruz Foundation (Fiocruz)
Department Research Center Aggeu Magalhães
Country Brazil 
Sector Academic/University 
PI Contribution Based on the work done under this award on public health in Brazil, we made contact with Prof Mauricio Barreto. He is a major public health expert in the FIOCRUZ research centre in Bahia, Brazil. He has linked administrative data from various sources to study health. We were one of a group awarded a Grand Challenges Canada award to collaborate with the Bahia group.
Collaborator Contribution The contribution of the FIOCRUZ group and Prof Barreto is to have led new research on maternal and child health, dengue, zika, using individual linked data from Brazil. they have also created a research consortium funded by GCC of which we are a part (we being me and Prof Rudi Rocha, my collaborator in Brazil).
Impact An outcome is the award to Prof Rocha and me of a Grand Challenges award starting 2019.there will be further outcomes from this new research.
Start Year 2017
 
Description New research on the impact of health on earnings, poverty and welfare dependency 
Organisation University of Barcelona
Country Spain 
Sector Academic/University 
PI Contribution With my collaborator on this award, we raised a research grant from the Sustainable Development Programme of the British Academy to extend our research on health rights and universal health provision in Brazil to look at new data and new questions pertaining to the impact of (a) dengue and (b) expansion of public health coverage and (c) cash transfer programmes providing income support on health, earnings, poverty and welfare dependency outcomes. Under the BA award, we hired Dr Gabriel Facchini at Universidad Autonoma Barcelona, who now continues to work with us to take forward this evolving research agenda.
Collaborator Contribution Dr Facchini has contributed scholarship during the period of the BA award (ending Dec 2018) and going forward from there. He will coauthor the paper on health, income and welfare dependency.
Impact A paper which is forthcoming in the ISER Working Paper series. A number of seminar/conference presentations, with more to come.
Start Year 2018
 
Description Universal health and Emergency room crowding 
Organisation Getulio Vargas Foundation
Country Brazil 
Sector Charity/Non Profit 
PI Contribution Following our work on this award, we applied to the Newton Fellowships for a new award (directed at my coauthor Rudi Rocha in Brazil), which we were successful in obtaining. Under this award, we hired Leticea Nunes, a PhD student at FGV Rio. With Leticea we have been working on a new question, with new data, investigating the creation of walk-in health centres, open 24/7, designed to reduce the growing burden on emergency room services provided by hospitals. The average travel time to the walk-in centre is also nearer, so in principle the less severe cases can be treated at the nearer location and the more severe cases taken by ambulance to the hospital ER. We created geo-coded data on the walk in centres and hospitals in the state of Rio and state of the art models to estimate impacts of the new initiative on hospital performance and on health outcomes.
Collaborator Contribution The partner is in the case Dr Nunes at FGV and her contribution has been to manage the data creation and analysis with supervision from Rudi and me.
Impact A working paper based on our new research will be published in the next 2-3 months, it is currently being drafted.
Start Year 2017
 
Description Advisory Board, Lancet theme on Women in Science, Medicine and Public Health 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Prof Sonia Bhalotra invited by the Chief Editor of the Lancet to act on an international Advisory Board for a current theme on Women in Science, Medicine and Public Health "given her expertise in gender and public health".
Note that the dropdown menu below does not allow for a future impact but the impact stated will be in the coming year.
Year(s) Of Engagement Activity 2018
 
Description Conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact presentation of our research at SBE [Brazilian Econometric Society] 2018 Meeting
Year(s) Of Engagement Activity 2018
 
Description Discuss with Ministry 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact National Secretary of Primary Care (Ministry of Health) visited my coauthor Prof Rudi Rocha in Sao Paolo University to discuss results of our research.
Year(s) Of Engagement Activity 2019
 
Description Health and Gender: Global and Economic Perspectives (Sonia Bhalotra) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Study participants or study members
Results and Impact Organized international conference on health in Sept 2016 in Essex to mark closure of this award
Year(s) Of Engagement Activity 2016
URL https://www.iser.essex.ac.uk/events/conferences/2016-09-23
 
Description Mentioned our Research Results at a British Academy Panel Debate on Global Inequalities (Sonia Bhalotra) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Under Engagement: Sonia Bhalotra made mention of our research results at a British Academy Panel Debate on Global Inequalities on 29 Nov at the Royal Society in London, where she was a panellist who discussed maternal and child health and universal health coverage.
Year(s) Of Engagement Activity 2016
 
Description MiSoC Newton Fund Workshop on Health and Skills Formation (Sonia Bhalotra) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact Organized international conference on health in Dec 2015 in Essex.
Year(s) Of Engagement Activity 2016
URL https://www.iser.essex.ac.uk/2015/11/19/misoc-newton-fund-workshop-on-health-and-skills-formation
 
Description Ministry of health 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact 2nd Ministry of Health Workshop on Health Policy Impact Evaluation, Fiocruz BA/CIDACS, see http://cidacs.bahia.fiocruz.br/?lang=en
Year(s) Of Engagement Activity 2019
URL http://cidacs.bahia.fiocruz.br/?lang=en
 
Description Ministry/World Bank 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Ministry of Health & Worldbank Workshop on Data Science in Brazil
Year(s) Of Engagement Activity 2019
 
Description Presented Research at Fiocruz, Bahia (Rudi Rocha) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Other audiences
Results and Impact Rudi Rocha (co-investigator) presented our research at Fiocruz, Bahia - Salvador (Brazil) in August 2016.
Year(s) Of Engagement Activity 2016
 
Description Presented Research to a Physician from the School of Medicine in São Paulo, Dept of Pediatrics (Rudi Rocha) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Other audiences
Results and Impact Rudi Rocha (co-investigator) presented our research to a physician from the School of Medicine in São Paulo, Dept of Pediatrics in September 2016.
Year(s) Of Engagement Activity 2016
 
Description Seminar at Federal University of Pernambuco, located in Recife (Sonia Bhalotra) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Research seminar discussing evaluation of the Brazilian family health programme.
Year(s) Of Engagement Activity 2017
 
Description Under Engagement: Presented research to members of the Ministry of Socio-Development in Brasilia 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Other audiences
Results and Impact Under Engagement: Prof Rudi Rocha (co-investigator) presented our research to members of the Ministry of Socio-Development in Brasilia in September 2016.
Year(s) Of Engagement Activity 2016
 
Description Visited the World Bank in DC in October 2016 (Sonia Bhalotra) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Other audiences
Results and Impact Sonia Bhalotra visited the World Bank in DC in October 2016 where she disseminated findings of this research to staff interested in (a) Brazil and (b) health in the World Bank (key contacts: Martin Raiser and Francisco Ferreira) and in the Latin American Development Bank (key contact: Florencia Boo Lopez).
Year(s) Of Engagement Activity 2016
 
Description Workshop Health (Sonia Bhalotra) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Sonia Bhalotra organised a workshop with the funding in this award at ISER Essex in December 2015. The theme was Health and Human Capital. The speakers came from Europe and the UK. There were about 30 participants including professional academics and postgraduate students.
Year(s) Of Engagement Activity 2015
URL https://www.iser.essex.ac.uk/events/archive
 
Description seminar 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact talk at IME/USP Seminar [Institute of Math and Stats / Uni of Sao Paulo]
Year(s) Of Engagement Activity 2019
 
Description seminar 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Talk at FGV EPGE [ EPGE Brazilian School of Economics and Finance] on our research.
Year(s) Of Engagement Activity 2019
 
Description seminar at workshop 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Research presentation at FGV EBAPE [Escola Brasileira de Administração Pública e de Empresas]
Year(s) Of Engagement Activity 2019
 
Description talk 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Talk on our research at workshop organised by me at University of Gothenburg.
Year(s) Of Engagement Activity 2018
 
Description workshop 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Fapesp [São Paulo Research Foundation] Workshop on Health Data Science.
Year(s) Of Engagement Activity 2019